FirmPilot vs Rain Intelligence: how they compare in 2026
FirmPilot and Rain Intelligence both help law firms win clients but are not usually weighed against each other, since FirmPilot writes a firm's marketing and Rain forecasts litigation before it is filed. One grid shows how differently each stands behind its output, and what both leave unsaid. Rain sits in the top two bands on seven of fifteen axes and FirmPilot on three of fifteen. Rain's terms state that it gives no legal advice, bind attorneys to their own professional rules, and cap liability at a year's fees. FirmPilot's terms cap its liability at $100 and disclaim any warranty that its services comply with the law. No approval step is described before its content goes live under a firm's name. FirmPilot's counterweight is price: three flat monthly tiers from $4,250, where Rain publishes no figure. The shared silence is the larger finding. Neither publishes an accuracy measure, a security attestation, a hosting location or a model provider. Neither names a bar rule on advertising or solicitation, though both work where those rules apply.
At a glance
All 15 axes, side by side
The same grid applied to every vendor in the index, graded from public sources. Hover a grade to see what the letter means on that axis.
AI Centrality
How much of the product is actually AI. Whether the machine learning is the mechanism the buyer is paying for or a feature layered onto conventional software, and whether the vendor is specific about which is which.
The engine is the entire proposition and the vendor draws the comparison itself. What is sold is a set of inferences no agency workflow produces: a proprietary knowledge model trained on more than five million pieces of legal marketing content and a database of over three thousand legal cases, competitor crawling every ninety minutes across websites, advertisements, social activity and search performance, and generative production of website copy, blog content, social posts and ads calibrated against what that crawl finds. Always-on agents run the monitoring continuously. Asked directly whether it is a wrapper, the vendor answers that it runs on a proprietary engine built for legal marketing rather than a general-purpose model. The stated comparator throughout is not other software but marketing agencies working from gut feeling and manual adjustment, and the founding account describes discovering that structured legal content outranks generic output. Remove the models and nothing distinguishable from an agency remains. Verified 2 September 2026.
The models turn a data feed into a forecast, and the data feed is half the product. Rain describes ingesting court dockets, plaintiff advertising, regulatory actions, SEC and corporate filings, news and web signals, then applying AI enrichment that produces entities, forecasts, damages, client matches, practice area and jurisdiction tags, with pattern recognition identifying companies at risk before a complaint exists and automatic matching of each opportunity to the best-placed attorney. Section 2.6 of the subscription terms confirms that the services use AI algorithms including generative AI. Underneath that sits an aggregation and distribution business, which the company's own values page frames as its edge: finding data nobody else will find. Verified 20 September 2026.
Citation Accuracy and Hallucination Disclosure
Whether the vendor publishes measured accuracy on citations and assertions, grounds output to primary sources, and says plainly what its system does when it does not know. Legal has a documented public record of fabricated citations reaching filed briefs, so an untested claim of accuracy is not evidence.
Quality is asserted, the mechanism behind it is named only in outline, and the agreement disclaims the whole subject. On the positive side the grounding sources are identified by type: a proprietary knowledge model drawing on cases, legislation and legal news, plus competitive intelligence gathered from live crawling, which is more than a bare claim of legal training. Asked whether machine-written content is penalised by search engines, the vendor answers that its output passes quality checks combining legal intelligence with originality requirements. What is missing is any content behind that phrase. No quality check is described, no accuracy or error figure is published, no evaluation or human review standard is stated, and nothing addresses what happens when the model asserts something incorrect about the law in material published under a law firm's name. The published figures are commercial rather than accuracy measures, covering lead volume and retention. Section 2 of the user terms states plainly that the services and content may contain errors, inaccuracies or omissions and that the vendor does not guarantee accuracy, completeness or currency. Verified 2 September 2026.
The product makes predictions about named companies and publishes nothing about how often they are right. The marketing figures describe commercial outcomes rather than accuracy: 200 million dollars of attorney fees generated, a 14-day average lead time, zero enterprise cancellations. No hit rate, false-positive rate or back-test of the forecasts appears anywhere, and the published example dossier, with its executive summary, companies at risk and theories of liability, shows no trail back to the signals it rests on. What the record does contain is a candid warning in the agreement: section 2.6 says AI systems may not always be accurate or error-free and that users are responsible for verifying and cross-referencing anything the service provides. Verified 20 September 2026.
Autonomy and Oversight Model
What the system decides on its own, what a lawyer must approve, and whether the vendor documents where the review point sits. A tool that drafts under review and a tool that files without one are different products and different risks.
The product is described as publishing without any approval step being mentioned anywhere. The home page states that the system will automatically create, calibrate and publish legal content tailored to the firm's practice areas, and describes deploying always-on agents to handle time-intensive work continuously. Nothing on any surface read describes a review or approval gate between generation and publication, states whether a lawyer sees content before it appears under the firm's name, or identifies who at the firm is accountable for what goes live. Checked the home page, the pricing page, the overview and the user terms in full on 2 September 2026. The user terms allocate responsibility without supplying a mechanism, making the customer solely responsible for User Content and warranting that it is accurate and not misleading, while the vendor reserves the right but disclaims any obligation to review content. The gap matters more here than on most records because what is published is lawyer advertising, which is regulated in every US jurisdiction, and because the material carries the firm's name rather than the vendor's. Verified 2 September 2026.
The pipeline runs unattended and the only published control is the reader. Signals are scanned, forecasts generated, attorneys matched and reports delivered to inboxes, Teams channels and CRM systems with, in the vendor's words, zero effort required. Nothing published describes a confidence threshold for publishing a forecast, a human check before a dossier goes out, or what happens when a prediction about a named company proves wrong. Section 2.6 of the terms places verification on the subscriber, which is a contractual disclaimer rather than a described control, and section 7.11 adds that attorneys using the service must comply with the professional rules that apply where they practise. Verified 20 September 2026.
Operational and Outcome Evidence
Named, dated evidence that the product works in production at real firms or legal departments. Case studies with figures and identified customers count. Unattributed testimonials and launch announcements do not.
Two customers speak on the record and the aggregate claims travel without support. Jonathan Steele, Managing Partner at Steele Law, is quoted with a figure, saying FirmPilot quickly tripled to quadrupled monthly lead volume, and Jessica Arena, Managing Attorney at Jessica Arena Law, is quoted on the pricing page. A partner at Romano Law Group appears in a funding announcement. A case studies library is published and was not opened on this pass, which is recorded as a limit on this reading rather than as an absence. Against that, the headline claims are unattributed and undated: 180 per cent or more increases in cases, a 96 per cent client retention rate, tens of thousands of qualified leads since 2023, and a stated average time to return on investment of three to six months. None carries a sample size, a measurement basis or a date, the retention figure appears in a marketing FAQ rather than anywhere it could be checked, and the home page's own headline counter rendered as zero because it is an animated element that did not execute. Verified 2 September 2026.
The customer list is named at length and the numbers are the vendor's own. Roughly forty firm logos run across the site, from plaintiff practices such as Milberg, Edelson, Morgan & Morgan and Levi & Korsinsky to defence and full-service firms including Cravath, Paul Weiss, Davis Polk, DLA Piper, Dechert and Morrison Foerster, with four attributed testimonials from named partners at Gibbs Law Group, Milberg, Hilgers Graben and Dechert describing origination and early client warning. Against that, the headline figures are aggregate and unattributed: more than 150 firms, 30 or more AmLaw 200 firms, 200 million dollars in attorney fees generated, a 14-day average lead time and zero enterprise cancellations, with no method, period or named customer behind any of them. A six-month money-back guarantee is offered to qualifying firms. Verified 20 September 2026.
Privilege and Confidentiality Posture
How client confidences are handled: attorney client privilege and work product treatment, segregation of one client matter from another, whether client data trains any model, and what the vendor commits to in writing rather than in marketing.
None of the five limbs is addressed and one published term runs against the customer. Checked the home page, the pricing page, the overview and the user terms in full, together with the site footer, on 2 September 2026: there is no security page, no data processing addendum, no confidentiality clause and no trust surface of any kind, and the footer carries only a privacy policy, the terms and a cookie settings link that resolves to a coming-soon page. Nothing states whether customer content is used to train models, nothing describes segregation between customers, neither privilege nor work product is mentioned, no retention or deletion position exists, and no model provider is identified. Section 3 of the user terms goes further than silence: submitting content grants the vendor a worldwide, perpetual, royalty-free, irrevocable licence to use, reproduce, modify, adapt, publish, translate, create derivative works from and distribute that material, and to incorporate it into any form, medium or technology now known or later developed. Section 4 adds that the services are not a system of record and disclaims any obligation to store or back up customer content. Verified 2 September 2026.
To match opportunities to attorneys, Rain works from a firm's client list, its matter history and the expertise of individual lawyers, and nothing published says how that material is handled. The subscription terms of 1 October 2023 govern what the subscriber may do with Rain's materials rather than what Rain does with the firm's: there is no confidentiality article covering customer information, no statement on whether firm data trains or improves the models, nothing on separation between subscribing firms that compete for the same case, and no retention or deletion commitment. The privacy policy of 4 March 2024 covers visitors to the website and job candidates and says so. Checked the homepage, the Predict page, the about page, the subscription terms and the privacy policy on 20 September 2026. Verified 20 September 2026.
UPL and Professional Responsibility Posture
Whether the vendor is clear that it supplies a tool rather than legal advice, who its audience is, and how it addresses unauthorized practice of law, competence and supervision duties, and jurisdiction limits. ABA Formal Opinion 512 is the reference point. Where the advice line is not the duty a product raises, the axis is read through the nearest professional duty it does raise: judicial conduct rules and the reviewing duty for products sold only to courts, and the duty to bill for time actually spent for products that draft time entries.
The advice line is drawn clearly and repeatedly; the professional obligations that actually bite are unaddressed and one clause cuts against them. On the good side, every page of the site carries a footer statement that FirmPilot AI, Inc. and FirmPilot are not a law firm and do not provide legal advice, and section 3 of the user terms repeats it in capitals, stating that the vendor is not an attorney or legal advisor and provides no legal or other professional advice. That is unambiguous and consistently placed. What is absent is anything about the buyer's own obligations. The product generates and publishes lawyer advertising, which is governed by professional conduct rules on communications about legal services, solicitation and claims of expertise in every jurisdiction it operates in, and no rule, ethics opinion or advertising standard is named anywhere. Section 5 of the user terms then disclaims, expressly, any warranty that the services will comply with applicable law, which for a product whose output is regulated speech is the opposite of the assurance a firm would want. Verified 2 September 2026.
The agreement is clear about what the service is not, and it goes further than most by naming the user's own obligations. Section 7.11 states that the online services are not legal advice or a substitute for a professional, that no attorney-client relationship arises with Rain, that the subscriber assumes the risks of relying on the service, and that an attorney using it must comply with all court rules, disclosure rules and rules of professional and ethical conduct in the place where they practise. That last clause matters for a product whose output is a prompt to contact a potential client. What is missing is any treatment of the solicitation rules that govern that contact, and any jurisdiction limit on the service itself. Verified 20 September 2026.
AI Governance and Bias Disclosure
Published governance over model behavior: who owns it inside the vendor, what is tested before release, and what is disclosed about disparate output across matter types, parties, or populations.
No governance material was located on any surface. Checked the home page, the pricing page, the overview and the user terms in full, together with the full site footer, on 2 September 2026. There is no responsible AI page, no framework or set of principles, no individual or function named as accountable for model behaviour, no account of what is evaluated before a model or content change ships, and no certification. The nearest published statement is a marketing FAQ asserting that output meets search engine quality standards through legal intelligence and quality checks, which names no control and describes no testing. Nothing anywhere addresses uneven output, which has a specific form here: a system that learns what already ranks and reproduces it will reproduce whatever the incumbent legal marketing corpus contains, including its claims style and its framing of clients and case value, and the vendor's own description of reverse-engineering high performers makes that mechanism explicit rather than incidental. Verified 2 September 2026.
Nothing published addresses governance of a system that names companies as likely defendants. No responsible AI page or policy exists, nobody is identified as accountable for the forecasts, nothing describes what is tested before a model change ships, no evaluation is published, and nothing addresses whether predictions fall unevenly across industries, company sizes or jurisdictions. The only related published statement is the acknowledgement in section 2.6 of the terms that AI may be inaccurate. Checked the homepage, the Predict page, the about page, the blog index, the subscription terms and the privacy policy on 20 September 2026. Verified 20 September 2026.
AI Safety and Data Stewardship
Retention, deletion, access control, and what happens to prompts and documents after they are processed. Whether the vendor states its subprocessors and its incident practice, or leaves the buyer to assume.
None of the five elements is published and no security surface exists. Checked the home page, the pricing page, the overview and the user terms in full, together with the full site footer, on 2 September 2026. There is no security page, no trust centre or portal, no certification claim of any kind, and no data processing addendum. Nothing states any retention period or deletion practice, no subprocessor or vendor is named, no incident or breach notification practice is described, and no encryption or access control detail appears anywhere. Access credentials are addressed only as the customer's responsibility to keep confidential, with the vendor disclaiming liability for unauthorised access caused by the customer's acts or omissions. Section 4 of the user terms disclaims storage obligations outright, telling customers that the services are not a system of record, that they must extract and back up their own content, and that the vendor will not be responsible for backup or recovery in the event of data loss. Verified 2 September 2026.
The published policy covers the website, not the service. The privacy policy of 4 March 2024 describes administrative, technical and physical safeguards, access limited on a need-to-know basis, storage and processing in the United States with standard contractual clauses for European transfers, retention only as long as necessary, and it names AWS and Airtable for hosting and HubSpot for analytics as subprocessors. All of that is written for people who visit the site or apply for a job. Nothing states what happens to the client lists, attorney profiles and matter history a subscribing firm provides, how long they are kept or who can reach them, and the subscription terms do not fill the gap. Verified 20 September 2026.
AI Liability and Recourse
What the vendor stands behind contractually when its output is wrong. Indemnities, caps, carve outs, insurance, and whether any of it is published or only reachable through a negotiated agreement.
The published position is among the most adverse in this corpus. Section 6 of the current user terms caps the total aggregate liability of FirmPilot, its affiliates and its suppliers at one hundred US dollars for anything arising from the services, the platform, the terms or the privacy policy, and separately excludes liability for unauthorised access to or loss of customer information, lost profits, business interruption and cost of substitute services. Section 5 disclaims all warranties of any kind, including expressly any warranty that the services will comply with applicable law or generate enforceable obligations. No indemnity runs from the vendor to the customer in any direction on any subject. Claims must be brought within two years and a jury trial is waived. One further defect belongs on the record: the terms page serves two stacked documents, the current FirmPilot AI, Inc. user terms updated 4 February 2026 and an earlier FirmPilot, LLC website terms of use dated 1 November 2022 carrying a fifty dollar cap, Florida governing law and a mandatory arbitration clause, against Delaware law in the current set. A reader cannot tell from the page which governs. Verified 2 September 2026.
There is a real published allocation of loss, and it does not reach the forecasts. Section 4 of the subscription terms excludes liability for errors or omissions in the services or materials, for the content, accuracy or completeness of materials, and for interruption or data loss, and caps aggregate liability at the lesser of actual direct damages or the fees paid in the preceding twelve months. Section 4.5 runs an indemnity from Rain to the subscriber for third-party claims that the services infringe patent, trademark, copyright or trade secret rights, with defined conditions and a right to procure, modify or terminate with a pro-rata refund. So intellectual property risk is covered and the risk that a prediction is wrong sits entirely with the firm. No insurance position is published. Verified 20 September 2026.
Practice Systems Integration Depth
How deeply the product reaches into the systems legal work already lives in: document management such as iManage and NetDocuments, Word and Outlook, contract lifecycle management, matter management, e-billing, and court filing systems.
No integration into the systems a law firm runs was located, and none is claimed. Checked the home page, the pricing page, the overview and the user terms in full, together with the full site footer, on 2 September 2026. No practice management, intake, customer relationship or case management system is named, no telephony or lead-routing tool, no connector list, and no API or developer documentation. There is no integrations page in the navigation. What the platform does connect to is the firm's public marketing estate rather than its internal systems, covering the website, Google Business Profile, paid search and social channels, and the user terms acknowledge only in general terms that the services may include links or connections to third-party websites and services with the customer responsible for those third parties' terms. The gap is consequential rather than formal, because a marketing engine that generates leads and cannot deliver them into the firm's intake or case management system leaves the most valuable handoff undescribed. Verified 2 September 2026.
The connections are named and what travels through them is described. Personalised daily reports go to Outlook, urgent signals route to Microsoft Teams, and a structured prediction database is surfaced inside Salesforce, NetDocuments, iManage and Intapp, which covers the CRM, document management and business development systems a firm already runs; the vendor's pitch is that there are no new tools to learn. What is not published is depth: no integrations page, no documentation or API reference, nothing on what a firm must configure, how attorney and client data gets into Rain to drive the matching, or which direction data flows on each connection. Verified 20 September 2026.
Deployment Model and Data Residency
Where the software runs and where the data sits. Multi tenant cloud, single tenant, private deployment, on premises, and whether region of residence is a published option or an enterprise conversation.
Nothing published addresses where the platform runs or how customers are separated within it. Checked the home page, the pricing page, the overview and the user terms in full, together with the full site footer, on 2 September 2026. No cloud provider is named, no hosting region or country is stated, no residency option is offered, nothing distinguishes processing from storage, and no tenancy or isolation model is described. Cloud delivery is evident only by inference from a customer login on a separate application domain, and even that is not presented as a deployment statement. The only geography published anywhere is the company's own Miami address, and the user terms note that the platform may be subject to United States export control law without stating where anything is hosted. No security page or data processing addendum exists in which any of this could appear. Verified 2 September 2026.
Nothing published states where the service runs or where subscriber data sits. No tenancy model, hosting region or residency option appears on any product page, and the subscription terms address geography only as a licensing restriction: section 2.3 says each subscription is country-specific and may not be used outside the country for which it is issued for more than 30 continuous days. The privacy policy says information about website visitors is processed in the USA, which is not a statement about the service. Checked the homepage, the Predict page, the about page, the subscription terms and the privacy policy on 20 September 2026. Verified 20 September 2026.
Security Certifications and Trust Center
Independent attestation a buyer can pull without a sales call: SOC 2, ISO 27001, penetration test summaries, a trust center with current reports and named scope rather than a badge image.
No certification is claimed and no trust surface exists. Checked the home page, the pricing page, the overview and the user terms in full, together with the full site footer, on 2 September 2026, and ran a targeted search for company security documentation which returned nothing. Neither SOC 2 nor ISO 27001 nor any other standard is named anywhere on the site, no auditor or attestation is referenced, there is no trust centre or portal, no badge or seal appears on any page, and no penetration testing or vulnerability disclosure programme is described. This is an absence rather than a retrieval limit: every page requested rendered cleanly and the footer, which lists only a privacy policy, the terms and a cookie settings link that resolves to a coming-soon placeholder, establishes that no gated security surface exists behind which such material might sit. Verified 2 September 2026.
No independent security attestation was located. There is no security page and no trust centre, and no SOC 2, ISO 27001, penetration test or auditor is named anywhere; the only security statement is the privacy policy's description of safeguards for website data. For a service that holds a firm's client relationships and origination pipeline, a procurement reviewer has nothing to read. Checked the homepage, the Predict page, the about and team pages, the blog index, the subscription terms and the privacy policy on 20 September 2026. Verified 20 September 2026.
Model Supply Chain Disclosure
Which models sit underneath, whose they are, where they run, and whether the vendor commits to telling customers when that changes. A legal buyer inherits every dependency it cannot see.
The engine is branded and trademarked and nothing underneath it is identified. FirmPilot describes a proprietary AI Legal Marketing Engine, states that it is protected by pending patents, and quantifies its training inputs as more than five million pieces of legal marketing content and a proprietary database of over three thousand legal cases. Asked directly how it differs from general-purpose tools, the vendor answers that it is not built on them and runs a proprietary engine trained on legal texts, search practice and competitive data. That is a clear denial of one provider without identification of any other. No model is named, no version, no provider entity, and nothing states whether any component is built in-house or reached through a third party, where inference runs, what a provider may retain, or whether customers would be told if the model set changed. No subprocessor list exists in the terms or anywhere else, and the terms refer to third-party providers, licensors and suppliers as a category without naming one. Verified 2 September 2026.
The agreement confirms that AI is used and never says whose. Section 2.6 of the subscription terms states that some of the online services use AI algorithms and technologies including generative AI, and the product pages refer to AI enrichment and pattern recognition; no model, version or provider is named, nothing says where inference runs, and no commitment to notify subscribers when the models change was located. The terms do name third-party suppliers of materials as a category, without identifying them. Verified 20 September 2026.
Commercial Transparency
Whether a buyer can learn what this costs without entering a sales process: published rates, the unit being charged, what sits behind an enterprise tier, and what implementation adds.
Three named tiers carry published monthly figures, which is rarer in this corpus than it should be. The pricing page lists Lite at 4,250 US dollars per month, Firm at 6,900 and Premium at 9,250, and frames the model deliberately: the vendor notes that traditional agencies bill monthly and charge a percentage of advertising budget, producing fluctuating and surprise costs, and states that it charges flat monthly subscription fees instead. A buyer therefore learns the price, the unit, the billing period and the charging philosophy without contacting anyone, and can compare against an agency retainer directly. What is missing keeps it out of the top band. Each tier carries only the words contact us to learn more in place of any feature list, so nothing states what distinguishes Lite from Firm from Premium, whether advertising spend is included or billed separately on top, or what volume of content or channels each covers. No contract term, minimum commitment or notice period is published, and the user terms are silent on fees, renewal and termination. Verified 2 September 2026.
The commercial structure is published in unusual detail and no figure appears anywhere. The subscription terms set out per-user subscriptions issued to named authorised users that cannot be shared, a services order form carrying the rates, a transactional pricing plan as an alternative, country-specific subscriptions, and charges for unauthorised use at order form rates. The fulfilment policy adds cancellation at any time with access to the end of the billing cycle, the option to pause for up to three months without billing, a full refund within 30 days of an initial purchase and pro-rata refunds after that at the vendor's discretion, and the site offers qualifying firms a six-month money-back guarantee. What is not published is the price: no rate, tier or per-seat figure, with every route ending at a demo. Verified 20 September 2026.
Firm and Practice Coverage
Who the product is actually built for. AmLaw, midlaw, small firm and solo, in house departments, government and courts, and which practice areas are supported rather than merely claimed.
Segmentation is documented more thoroughly than by most vendors in this lane, along two axes. Nine practice areas each have a dedicated page covering personal injury, family law and divorce, criminal defence, employment, estate and probate, immigration, business, bankruptcy and general practice, and the pages are differentiated in substance rather than templated, with the personal injury page addressing the cost and competitiveness of that market specifically. Three further pages segment by firm size, addressing solo practitioners, small firms and mid-to-large firms. Six service pages set out what is covered, spanning search optimisation and answer-engine visibility, paid search, local search, link building and digital public relations, social media and on-page optimisation. What is absent is the boundary. No jurisdiction is stated anywhere, which matters because lawyer advertising rules differ by state and the product publishes regulated communications, and nothing identifies which states or bar jurisdictions the content is calibrated for. No firm size band is given in numbers and nothing states what the product does not cover. Verified 2 September 2026.
Who it is for is set out from three directions: plaintiff litigation teams originating class actions and mass torts, AmLaw partners and their business development leaders turning origination into a firm-wide process, and defence firms warning clients of litigation coming at them. The subject matter shown is complex litigation, antitrust, securities, consumer data privacy and mass torts, and the named customers span solo and boutique plaintiff practices through to global firms. The limits are not drawn: nothing states which jurisdictions the signals cover, which practice areas the forecasts do not reach, or how far outside the United States the service works, and the country-specific subscription clause in the terms hints at boundaries the product pages never state. Verified 20 September 2026.
The 12 legal signals, side by side
Recorded rather than graded. These are the questions a practitioner has to answer before a tool touches a client matter, and the answers are taken from public material only.
Client Data in Training
Can material a lawyer puts into this product be used to train a model?
No clause names training in either direction, and the license the customer grants is nonetheless the broadest in this pull. Section 3 of the user terms provides that content submitted in connection with the services is licensed to FirmPilot on a worldwide, perpetual, royalty-free, fully paid-up, irrevocable and non-exclusive basis to use, reproduce, modify, adapt, publish, translate, create derivative works from and distribute, and to do the quoted thing with it.
A second sentence covering content posted to the website adds transferable and fully sublicensable through multiple tiers of distribution. Separately, the vendor owns all Usage Data and all Feedback outright, together with all improvements to its property based on them. None of that language names training, model training, machine learning or model improvement over customer content, so under the naming test it does not move the value in either direction.
What a reader should take from it is that the license is perpetual and irrevocable rather than term-limited, is not confined to providing the service, and would not need to be widened for training to fall inside it.
The subscription terms of 1 October 2023 are silent on the question. They govern what a subscriber may do with Rain's materials, reserve the right to change the services, and assign feedback to Rain; no right to use a firm's own data, such as its client list or matter history, to train or improve the models is granted, and no policy page states a position either way. A firm that wants a commitment would have to negotiate one.
Prompt and Output Retention
How long does the product keep what a lawyer typed, and can that be set to zero?
Retention is addressed only as a disclaimer of responsibility. Section 4 of the user terms states that the services are a tool for retrieving, analyzing and managing content and are not a storage system or other system of record, that the customer is responsible for extracting and backing up its own content onto its own systems on a regular basis, and that the vendor will not be responsible for backup, recovery or any other step to ensure content is recoverable in the event of data loss.
Section 3 adds that content may be deleted at any time without prior notice, that there is no duty to store or back it up, that the vendor may delete all of it at the conclusion of the services, and that it reserves the right to remove content at any time for any reason without notice. Section 3 of the older terms stacked on the same page repeats the point. No retention period is stated for anything, no deletion route or export facility is described, and nothing addresses how long generated content, competitor intelligence or campaign records are held.
Checked the homepage, the Predict page, the about page, the subscription terms and the privacy policy on 20 September 2026. No retention period is published for the client and matter data a firm provides or for the reports and alerts Rain generates; the terms limit how long a subscriber may store downloaded materials, which is the opposite direction, and the privacy policy's retention section covers website visitors.
Ethical Walls and Matter Segregation
Does retrieval respect the firm’s ethical walls, or can the model read across them?
Checked the home page, the pricing page, the overview and the user terms in full, together with the full site footer, on 2 September 2026. Nothing describes segregation between customers and no tenancy model is stated. The question takes an unusual and pointed form on this product. FirmPilot's method is to crawl competing law firms and use what it learns to build a client's marketing, so two firms competing in the same market and practice area could each be customers while each is also a subject of the other's competitive analysis.
Nothing published states whether a customer's own performance data, keyword set or campaign results can inform recommendations made to a competitor who is also a customer, and no wall of any kind is described. For a buyer this is the confidentiality question the product actually raises, and it is unaddressed.
Checked the same pages on 20 September 2026. Subscriptions are issued to named authorized users who may not share them, which is licensing rather than segregation. Nothing addresses separation between subscribing firms, which matters because firms competing for the same case buy the same service, or between teams inside a firm where a conflict would bar one group from a matter.
Third Party Request and Subpoena Notice
If someone subpoenas the vendor for a firm’s data, does the firm hear about it first?
Checked the home page, the pricing page, the overview and the user terms in full, together with the full site footer, on 2 September 2026. Nothing addresses disclosure to authorities or in response to legal process, and nothing addresses notice to the customer if a demand arrives. There is no confidentiality article in the user terms at all, in either direction, which is unusual for a business agreement and means the question is not reached rather than answered adversely.
The nearest provision runs the other way: the suspension clause permits the vendor to suspend access or remove content where it believes in good faith that continuing would expose either party to legal, regulatory or compliance risk, and the older terms stacked on the same page reserve a right to report users to law enforcement. Neither is a notice commitment. A privacy policy is published and was not opened on this pass.
The privacy policy of 4 March 2024 says Rain may disclose information to government or law enforcement officials as it believes necessary to respond to claims and legal process including subpoenas, and makes no commitment to notify anyone. It covers website visitors rather than subscriber data, and the subscription terms do not address legal process at all.
Primary Law Corpus Provenance
Where does the law in this product come from, and does the vendor have the right to use it?
The training corpus is described by volume and category with no rights basis stated for any of it, and one category raises a question the vendor does not address. FirmPilot states that its knowledge model has processed more than five million pieces of legal marketing content and draws on a proprietary database of over three thousand legal cases, adding elsewhere that it mines cases, legislation, legal news and videos.
Cases and legislation are public records. The five million pieces of legal marketing content are not: they are the website copy, advertisements and social output of other law firms, gathered by crawling competitors every ninety minutes, and that material is ordinarily the copyrighted work of those firms or their agencies. Nothing states on what basis it was collected or may be used, whether robots directives are honored, or what separates learning from a competitor's approach from reproducing their expression.
No database, publisher or supplier is named for the case collection either, and no jurisdictions or update cadence are stated.
The sources are described by class rather than by name: court dockets, plaintiff firm advertising, SEC and corporate filings, regulatory actions, consumer complaints, pricing patterns, news and social signals, said to number more than 200. The subscription terms confirm that third-party suppliers of materials exist and that Rain obtains materials under licenses, without identifying either, and no update cadence or coverage date range is published.
Good Law Verification
Does the product tell you when the authority it just cited has been overruled?
Checked the home page, the pricing page, the overview and the user terms on 2 September 2026. The product does not retrieve primary law for a reader and cites none, so a citator has nothing to operate on in the usual sense. The analogous question is live and unaddressed, and it is not a technicality here. The vendor states that its knowledge model draws on cases, legislation and legal news to produce authoritative content, and that content is published on law firm websites as material prospective clients will read and rely on.
Nothing describes whether the legislation behind a published article is checked for amendment or repeal, whether a case relied on remains good law, or whether previously published content is revisited when the law changes. Section 2 of the user terms states in terms that the vendor does not guarantee its content is accurate, complete or current.
Checked the homepage, the Predict page and the subscription terms on 20 September 2026. The materials include court documents and agency issuances, but the product reports on emerging and filed litigation rather than citing authority for a legal proposition, and nothing addresses whether any authority surfaced is still good law.
Refusal and Uncertainty Behavior
What does the product do when the answer is not in the corpus?
Checked the home page, the pricing page, the overview and the user terms in full on 2 September 2026. Nothing describes what the system does when it cannot produce reliable output, and no confidence indicator is described as surfaced to the user. The published material describes generation and publication as continuous and automatic, with no account of a case in which the system declines, holds an item, or flags material for a person.
The vendor's own framing of quality is a claim rather than a behavior: content is said to pass quality checks combining legal intelligence with originality requirements, and nothing states what a failed check produces. Nothing addresses what happens when the model has thin grounding for a practice area or jurisdiction, which is where over-confident output would be most likely and most consequential given that the result is published under a law firm's name.
Nothing describes the product declining to forecast, and no confidence score accompanies a prediction or an attorney match beyond the percentage shown in the marketing illustration. The published position is in section 2.6 of the terms: AI systems may not always be accurate or error-free, and authorized users are responsible for verifying and cross-referencing the information provided.
Fabricated Citation Record
Does a public court record exist addressing fabricated or hallucinated legal citations in output from this product?
Searched the AI Hallucination Cases database maintained by Damien Charlotin, and reporting drawing on it, on 2 September 2026 on the product and corporate names FirmPilot, FirmPilot AI, Inc. and FirmPilot, LLC, together with a separate search for bar advertising complaints or disciplinary action connected to the product. No court order, opinion, disciplinary record or regulatory action naming it was located. This is a statement about the public record rather than a finding about the product.
The signal fits this product class poorly: the platform generates marketing content rather than filings, so its characteristic failure is a misstatement of law in published website copy or a claim that breaches a jurisdiction's advertising rules. That surfaces as a bar complaint or a state disciplinary matter against the firm rather than the vendor, and those are not indexed anywhere comparable to a court sanctions tracker.
Searched the AI Hallucination Cases database maintained by Damien Charlotin on 20 September 2026 on the name Rain Intelligence. No court order, opinion or disciplinary record naming the product was located. This is a statement about the public record rather than a finding about the product, which produces business intelligence rather than filed work.
Bar Guidance Alignment
Has the vendor engaged in public with the ethics opinions its buyers are bound by?
Checked the home page, the pricing page, the overview, the nine practice area pages listed in the navigation and the user terms in full on 2 September 2026. No public material engages guidance from any professional body, and on this product that absence is the sharpest in the pull. What FirmPilot generates and publishes is lawyer advertising: website copy, blog articles, social posts and paid search adverts appearing under a law firm's name and read by prospective clients.
Communications about legal services are regulated in every United States jurisdiction, covering false or misleading statements, claims of specialization, comparisons with other lawyers, testimonials, results claims and required disclaimers, and the rules differ by state. Not one rule, ethics opinion or advertising standard is named anywhere. The user terms compound it rather than filling the gap, disclaiming in section 5 any warranty that the services comply with applicable law and placing sole responsibility for the accuracy and legality of published content on the customer.
Section 7.11 of the subscription terms requires an attorney subscriber to use the service in compliance with all court rules, disclosure rules and rules of professional and ethical conduct applicable where they practice, alongside a statement that the service is not legal advice and creates no attorney-client relationship. That engages a lawyer's professional duties in general terms; no bar ethics opinion, professional conduct rule or bar guidance on AI or on client solicitation is named anywhere on the estate.
Billing and Fee Posture
Does the vendor address what happens to the bill when the work takes an hour instead of six?
Checked the home page, the pricing page, the overview and the user terms in full on 2 September 2026. Nothing addresses what happens to a client's bill, and the product does not touch billing. FirmPilot operates entirely before the client relationship exists, on visibility, lead generation and case acquisition, so the compression of billable time this signal tracks does not arise and the absence is not a criticism. Nor does the vendor make claims that would engage the lower values: the figures published concern lead and case volume, retention and time to return on marketing investment rather than time saved on legal work.
Its cost claims are about replacing agency retainers and reducing marketing overhead, which is a comparison between vendors rather than anything the firm would disclose to a client.
The product works before an engagement exists: it identifies litigation that has not been filed and the client a firm might act for, so no client is being billed for the work it does. The claims made are about the buyer's own revenue, including 200 million dollars in attorney fees generated and a six-month money-back guarantee tied to return on investment, and nothing addresses how a subscription cost reaches a client's bill.
Outside Counsel Guideline Readiness
Can a firm get this vendor through a client’s AI clause without a bespoke negotiation?
Checked the home page, the pricing page, the overview and the user terms in full, together with the full site footer, on 2 September 2026, and ran a targeted search for company security or vendor documentation which returned nothing. No subprocessor list exists in any form, no processor or vendor is named anywhere, and no model or AI provider is identified. There is no data processing addendum, no security page and no trust center, so no forwardable client-facing artifact exists beyond the published privacy policy and the user terms themselves.
The user terms refer to third-party providers, licensors and suppliers as a category, and treat them as third-party beneficiaries of the liability limitations, without naming one. A firm asked by a client which entities process data connected to its marketing, or which model writes content published in its name, could answer nothing from anything the vendor publishes.
The privacy policy names the subprocessors behind the website and service delivery: AWS and Airtable for hosting and HubSpot for analytics. No AI or model provider is named, and no client-facing disclosure material was located, so a firm asked by a client what technology sees its matter data would have only the hosting list to hand.
Court Disclosure Support
If a judge’s standing order requires an AI disclosure, can the product produce one?
Checked the home page, the pricing page, the overview and the user terms in full on 2 September 2026. Nothing addresses disclosure of AI involvement to any tribunal or regulator, and no record identifying which content the system generated is described as available or exportable. The forum here is a state bar rather than a court, and the scenario is concrete: where a regulator or a complainant questions a marketing claim published on a firm's website, the firm would need to show what was published, when, on whose instruction, and whether a person reviewed it before it went live.
The platform holds that history, since it generates, calibrates and publishes the content and reports campaign performance through a dashboard. Nothing states that any of it is retained as an auditable record or exportable, and section 4 of the user terms cuts the other way by disclaiming that the service is a system of record at all.
Checked the homepage, the Predict page, the subscription terms and the privacy policy on 20 September 2026. The product generates business development intelligence rather than filed work product, and nothing records which model produced a forecast, what it was based on or who reviewed it, so no disclosure record is available if a court asks about AI use.
The questions both sides leave open
Derived from the records above rather than written, so it cannot favor either vendor. Take these into both conversations and ask each side the same question.
- Privilege and Confidentiality Posture
- AI Governance and Bias Disclosure
- Deployment Model and Data Residency
- Security Certifications and Trust Center
- Prompt and Output Retention
- Ethical Walls and Matter Segregation
- Good Law Verification
- Refusal and Uncertainty Behavior
- Court Disclosure Support
Which one fits
Choose FirmPilot if
- You want an agency's marketing work done by software at a fixed price. FirmPilot publishes three flat monthly tiers, Lite at $4,250, Firm at $6,900 and Premium at $9,250, and positions them against agencies that charge a percentage of advertising spend.
- You need content and ads shaped by what already ranks in your market. FirmPilot crawls competing firms' websites, ads, social activity and search performance every ninety minutes, then generates and publishes website copy, blog posts, social posts and ads calibrated to what it finds.
- You practice in one of the areas it has built for. FirmPilot publishes separate pages for nine practice areas, from personal injury to bankruptcy, and for solo, small and larger firms, with services spanning search, answer engine visibility, paid search, local search and link building.
Choose Rain Intelligence if
- You want to hear about a class action or mass tort before a complaint exists. Rain ingests court dockets, plaintiff advertising, regulatory and SEC filings and news from more than 200 sources, forecasts litigation against named companies, and sends each opportunity to the attorney best placed to act.
- You want the alerts inside the systems your lawyers already use. Rain delivers daily reports to Outlook, urgent signals to Microsoft Teams, and a structured prediction database inside Salesforce, NetDocuments, iManage and Intapp.
- You defend companies and want early warning of claims aimed at your clients. Rain's alerts set out the fact pattern, the companies at risk, theories of liability and which of the firm's own clients are exposed, and it names partners at defense and plaintiff firms, including Dechert and Milberg, among its users.
In summary
FirmPilot
FirmPilot, from FirmPilot AI, Inc. of Miami, is an AI marketing engine for law firms that aims to replace the work of a digital marketing agency. It crawls competing firms' websites, ads and search performance every ninety minutes and uses what it finds to generate and publish website and blog content, manage paid search and social channels, and report leads and return on spend. The AI Legal Index grades it in the top two bands on three of fifteen capability axes, with an A on AI centrality. It publishes three flat monthly tiers from $4,250 and states on every page that it is not a law firm. As of 2 September 2026 the index located no approval step before publication, no security attestation and no integration with firm systems.
Rain Intelligence
Rain Intelligence, from Rain Intelligence LLC of San Francisco, sells litigation intelligence to law firms that want to reach a client before a complaint is filed. It ingests court dockets, plaintiff advertising, regulatory and SEC filings and news from more than 200 sources, forecasts litigation against named companies with damages estimates, and matches each opportunity to the attorney best placed to act, delivering reports into Outlook, Teams, Salesforce, NetDocuments, iManage and Intapp. The AI Legal Index grades it in the top two bands on seven of fifteen capability axes. Its terms state that it gives no legal advice and bind attorneys to their own professional rules. As of 20 September 2026 the index located no accuracy measure for its forecasts, no security attestation and no price.
Questions buyers ask
Are FirmPilot and Rain Intelligence the same kind of product?
No. Both help law firms win new clients, but FirmPilot generates and publishes a firm's marketing content and ads, while Rain Intelligence forecasts litigation from dockets, filings and news and tells a firm which attorney should act. On the AI Legal Index Rain sits in the top two bands on seven of fifteen capability axes and FirmPilot on three of fifteen.
Does FirmPilot review content before publishing it on a firm's website?
Nothing FirmPilot publishes describes an approval step. Its home page says the system automatically creates, calibrates and publishes content, and its terms make the customer solely responsible for content accuracy while disclaiming any warranty that the services comply with the law. Lawyer advertising is regulated in every US jurisdiction, and no rule or advertising standard is named anywhere on its site. Graded by AI Legal Index against 15 capability axes and 12 legal signals, including privilege handling and citation accuracy, from each vendor's own published materials, verified September 26, 2026. No vendor pays for placement.
How accurate are Rain Intelligence's litigation forecasts?
Rain publishes no hit rate, false positive rate or back test. Its published figures are commercial, such as 200 million dollars in attorney fees generated and a 14 day average lead time, with no method behind them. Section 2.6 of its terms says AI may not always be accurate and makes subscribers responsible for verifying what the service provides. Graded by AI Legal Index against 15 capability axes and 12 legal signals, including privilege handling and citation accuracy, from each vendor's own published materials, verified September 26, 2026. No vendor pays for placement.
How much do FirmPilot and Rain Intelligence cost?
FirmPilot publishes three flat monthly tiers: Lite at $4,250, Firm at $6,900 and Premium at $9,250, though each tier's contents sit behind a contact link. Rain Intelligence publishes no figure; its terms price per named user on an order form, and it allows cancellation at the end of a billing cycle, a pause of up to three months and a full refund within 30 days. Graded by AI Legal Index against 15 capability axes and 12 legal signals, including privilege handling and citation accuracy, from each vendor's own published materials, verified September 26, 2026. No vendor pays for placement.
What do FirmPilot and Rain Intelligence both leave unpublished?
What a firm would need for a security review, and any view on the rules their output touches. Neither publishes a security attestation or trust center, says where data is held, names its model provider, or states whether customer data trains its models. Neither names a bar rule on lawyer advertising or client solicitation, although FirmPilot publishes marketing and Rain prompts contact with potential clients. Graded by AI Legal Index against 15 capability axes and 12 legal signals, including privilege handling and citation accuracy, from each vendor's own published materials, verified September 26, 2026. No vendor pays for placement.
Three readings to weigh. FirmPilot's terms page carries two stacked agreements, a current one under Delaware law and an older one with a $50 cap, Florida law and mandatory arbitration, and a reader cannot tell which governs. FirmPilot's terms also license submitted content to it perpetually and irrevocably without naming training. Rain's published privacy policy covers website visitors, not the client lists and matter history a firm provides. Rain's performance figures are its own, with no method. FirmPilot was verified on 2 September 2026 and Rain Intelligence on 20 September 2026. Neither vendor reviewed this page.
Neither vendor paid for inclusion, placement or a grade, and neither reviewed this page before it published. Everything above comes from public material on the dates shown. How the index grades.