By Sean Sharefi, Founder of CounselorAI · Updated April 30, 2026
I built CounselorAI after spending a year inside a California PI firm watching attorneys evaluate AI tools and reject most of them — usually for good reasons. The list below is every serious question I’ve gotten from PI attorneys, partners, and risk-conscious operations managers during demos. The answers are honest. Where I don’t have a clean answer yet (e.g., we’re a new product, so customer testimonials are still building), I say so plainly.
If you don’t see your question here, book a 15-minute demo and ask it directly.
Legal & Ethical
Is using AI to draft demand letters even allowed under the rules of professional responsibility?
Yes — and the ABA has explicitly addressed this. ABA Formal Opinion 512 (July 2024) confirms that attorneys may use AI tools to assist with legal work, provided they (1) maintain competence in how the tools work, (2) review the output for accuracy before relying on it, and (3) supervise non-lawyer use of AI per Model Rule 5.3. State bars in California, New York, Florida, and most others have issued aligned guidance.
CounselorAI is built to fit this framework. The platform drafts demand letters, but every output flows through attorney review before sending. The post-draft citation validator catches hallucinated case law specifically because human review is the final gate. We don’t position CounselorAI as autonomous — we position it as the AI demand consultant your firm reviews and signs off on.
How does CounselorAI prevent hallucinated case law? This is the biggest risk with AI in legal work.
You’re right — and you’re right to ask. The public database tracking AI-generated court filings with hallucinated citations has crossed 1,300 cases. Most other AI tools generate citations from training data, which is why hallucinations happen.
CounselorAI works differently. Every citation in every demand is pulled from a verified library of 10,000+ published court opinions across 10 states and federal circuits. Not generated. Pulled. Then, post-draft, every citation in the letter is re-validated against the library before the letter is finalized. The validator catches citations that drifted from the source holding, citations misformatted, citations to cases that don’t actually support the proposition, and citations technically real but irrelevant to your jurisdiction.
For California specifically, citations at the relevance threshold are hand-verified by attorneys before going into the library. Adjusters research demand letter citations. Yours hold up.
If CounselorAI generates a bad citation that makes it into a demand letter, who’s liable?
The attorney signing the letter. That’s not a CounselorAI policy — that’s how legal practice works. The lawyer is always responsible for what goes out under their name.
That’s exactly why we built the post-draft validator. The product is designed assuming attorneys won’t catch every citation manually, so the tool catches bad citations before the letter is sent. The validator is the safety net that lets you trust the workflow.
That said — no AI tool can substitute for attorney review. CounselorAI is designed to make review faster and more focused, not to eliminate it.
Do I have to disclose to clients that AI was used to draft their demand letter?
This depends on your state bar’s guidance and your firm’s policy. The ABA does not currently require automatic disclosure of AI use in legal work, but several state bars have advisory opinions encouraging transparency where AI materially affects the work product.
My recommendation, regardless of rules: include a brief reference to AI-assisted drafting in your client engagement letter or intake disclosures. Frame it accurately — AI helps draft, attorney reviews and signs. This protects your firm if a client later questions the work product and matches the trend of pro-disclosure state bars.
Data Security & Compliance
Is my client data shared with other firms or used to train shared AI models?
No. Strict per-firm data isolation at the case, user, and firm level. Your firm’s case data is invisible to every other firm on the platform. Per-firm encryption keys. Your data is never used to train shared models.
When CounselorAI gets smarter on settlement predictions for your firm (per the settlement outcome logging feature), that improvement only affects your firm’s predictions — not other firms’. Each tenant’s model evolution is scoped to that tenant.
Where is my data stored? Who can access it?
Data is hosted in HIPAA-compliant infrastructure in the United States. Encryption at rest and in transit (TLS 1.3, AES-256). Access is restricted to:
- Authorized users in your firm with appropriate role permissions
- CounselorAI engineers under strict audit-logged access (only for support requests you initiate or critical security/availability investigations)
Every access event is logged and queryable. We do not allow third-party vendor access to client case data.
HIPAA compliance — is this a real claim or marketing copy?
Real. End-to-end encryption. Comprehensive audit logging. SSO integration with Google Workspace, Microsoft 365, and Okta. MFA required for all users. Idle session timeout configurable per firm. BAAs signed as standard before access to any PHI.
If your firm’s compliance team needs to review our security architecture in detail before deployment, we provide a vendor security questionnaire response and SOC 2 Type II documentation (where applicable) during the procurement phase. Standard practice.
What happens to my data if CounselorAI goes out of business?
Honest answer: there’s no perfect protection for any SaaS vendor going out of business — that’s true of CounselorAI, EvenUp, Supio, Clio, or any other legal tech vendor. The protections we provide:
- Data export on demand. You can export all case data, demand letters, negotiation histories, and audit logs in standard formats (PDF, JSON, CSV) anytime. Your data doesn’t get held hostage.
- CMS-agnostic architecture. Because CounselorAI plugs into your CMS rather than replacing it, your case management system remains the system of record. Even if CounselorAI disappears, your CMS still has your case files.
- Standard cloud infrastructure. We’re not running on proprietary stacks. If we shut down, the data infrastructure could be transferred or accessed for migration purposes during wind-down.
This is one of the strongest reasons to choose a CMS-agnostic platform over a CMS-locked one (like Clio Duo / Manage AI) — your continuity isn’t tied to a single vendor’s fortunes.
Practical & Operational
Can my paralegal actually use this without training?
The first day, no — there’s a learning curve like any new tool. But the curve is short. Most paralegals are productively using CounselorAI within their first 2-3 cases (a few hours of hands-on time). The intake interface is conversational, not form-based, which removes most of the typical SaaS onboarding friction.
Onboarding is included in your first week of deployment: a 30-minute team training session, a sandbox to practice on a sample case, and direct support line access during the first 30 days. After that, most teams run independently.
What if I don’t like the AI’s draft? Can I edit it?
Of course. The draft is a draft. Every section is editable — you can rewrite paragraphs, change valuations, adjust case law citations, restructure exhibits. Versioning tracks every change, so you can compare iterations.
A meaningful chunk of how CounselorAI gets smarter for your firm is from these edits. The “firm voice match” feature studies your final approved demands (after your edits) to refine future drafts. Over time, the AI’s first draft moves closer to your final draft — you edit less.
Does CounselorAI work with my current CMS?
Yes — that’s the whole point. CounselorAI is a CMS-agnostic microservice. Day-one integrations:
- Litify
- Filevine
- MyCase
- Smart Advocate
- Clio (works alongside Clio Manage; no Clio Duo / Manage AI subscription required)
- Custom CMS or internal tooling (via REST API, typical 2-3 day integration scope)
- Standalone (no CMS — CounselorAI runs as your case operations layer)
Your CMS remains the system of record. We don’t replace it. See How It Works for the integration architecture.
How accurate are the settlement predictions, really?
Honest answer: depends on your jurisdiction, case type, and how complete the input data is.
For typical PI cases (auto accidents, premises liability, soft tissue with confirmed imaging) in jurisdictions where we have strong case law coverage (California, New York, Texas, Florida, Illinois leading), the predictions track to actual settlements within 15-25% in most cases. For catastrophic injuries, complex liability, or jurisdictions with sparse comparable case data, accuracy widens.
The prediction is a starting point, not a final answer. The interactive valuation lets you adjust assumptions, see how multipliers change, and override the AI’s number with your attorney judgment — and we track who was right at settlement to keep tuning. We don’t claim 95% accuracy. We claim “useful enough to anchor your demand confidently, with the post-settlement override tracking that makes the model better on your firm’s case mix over time.”
Is the ROI calculator BS marketing math, or real?
Honest assessment of what we model:
The tender rate lift assumption (10% absolute lift) is the most aggressive number in the calculator. It’s based on the quality differential between manually-drafted demands and CounselorAI’s output — verified citations, ICD-10 validation, treatment gap rebuttals, proper 17-section structure. Is 10% the right number for every firm? Probably not. Some firms with strong existing demand processes will see less lift. Some with weaker processes will see more. The slider lets you test the math at 5% — even there, the calculator nets a clear positive return.
The settlement lift on escalated cases (10%) is similarly an estimate. It reflects the negotiation co-pilot’s value: better counter-responses with case law context, faster turnaround on adjuster offers, no missed leverage points. Adjustable down to 0% if you want to stress-test the math.
What we DON’T claim:
- We don’t claim the calculator predicts your exact dollar outcome
- We don’t claim every firm sees 10% tender lift (some will, some won’t)
- We don’t claim the AI eliminates the need for skilled attorneys (you still negotiate, sign, decide)
- We don’t have published customer ROI case studies yet (we’re a new product — coming as customer cohort matures)
What we do claim:
- The mechanical math is correct (revenue lift = lift % × case volume × avg settlement × contingency)
- The default assumptions are conservative for the typical mid-sized PI firm
- At any reasonable slider position, the net benefit dwarfs the cost
- The biggest risk in adopting CounselorAI isn’t the cost being wrong — it’s the opportunity cost of NOT lifting tender rate while competitors do
If you want to stress-test against your own firm’s actual numbers, the calculator’s open and adjustable. Try the ROI calculator. If the math doesn’t work at YOUR firm’s reality, don’t adopt — that’s the point.
Commercial & Pricing
Why is your pricing better than EvenUp’s $300-800 per case?
Different model. EvenUp’s pricing reflects their expert-reviewed, 5-7 day turnaround approach — a small team of paralegals/attorneys reviews each demand before it goes to the firm. That overhead costs $300-800 per case to deliver.
CounselorAI delivers the draft via fully-automated AI workflow with post-draft validation. No human-in-the-loop on our end (that’s your attorney). Lower marginal cost = lower pricing. Per-use rate is $125 per demand. Monthly subscriptions for high-volume firms (50+ demands/month) bring per-demand cost lower.
This isn’t a knock on EvenUp’s approach — for firms that want managed service drafting with human review at the vendor, EvenUp is a legitimate option. For firms that want to keep drafting in-house with AI augmentation and direct control over output, CounselorAI is built for that workflow.
See the full EvenUp vs CounselorAI comparison for detailed feature breakdown.
What’s the contract length? Can I cancel?
Month-to-month for per-use pricing — no contract commitment. Cancel anytime.
Annual subscriptions available at a discount (typically 15-20% off monthly rates). 30-day notice for cancellation on annual plans.
We don’t lock firms into multi-year contracts. If CounselorAI isn’t delivering value, we don’t want you stuck — we’d rather earn the renewal each year.
Do you have case studies and customer testimonials I can review?
Not yet — and I’d rather be honest about that than fabricate them. CounselorAI is a new product. Our first cohort of customers is actively using the platform in production, but customer case studies typically take 6-12 months of usage before there’s enough settled-case data to make them meaningful.
What I can offer instead:
- A live demo with a real case from your firm. Bring whatever case you’ve worked recently. We process it together in 15 minutes. You see the actual output on YOUR case, not a generic example.
- Reference calls with current customers (with their consent) — typically arranged in the procurement stage for firms doing detailed evaluation.
- Transparent founder access. I’m the founder. Email me directly with hard questions. I answer them.
The absence of polished case studies is real — and it’s also why our pricing reflects new-product positioning. If you wait 12 months for case studies, you also wait 12 months while competitors potentially pull ahead on tender rates.
Competitive
How is CounselorAI different from EvenUp, Supio, and Eve Legal?
Each comparison has nuance. Brief summary:
vs EvenUp: EvenUp = managed service with 5-7 day expert review, $300-800/case. CounselorAI = automated workflow with post-draft validation, $125/case, runs the full case lifecycle (intake to negotiation to settlement). Different operating model. Full comparison.
vs Supio: Supio = AI demand platform with Instant Demands and CaseAware AI features. CounselorAI = deeper PI-specific operational depth (negotiation co-pilot, post-draft citation validator, dual-methodology settlement prediction). Both viable options; differences come down to operational fit. Full comparison.
vs Eve Legal: Eve = plaintiff-firm AI serving 1000+ firms across PI + employment + other plaintiff verticals. CounselorAI = PI-specialist platform with deeper PI-specific case operations. If your firm is PI-only, the specialization matters; if you’re a multi-vertical plaintiff firm, Eve’s breadth may fit better. Full comparison.
Why not just wait for Clio Duo / Manage AI to add PI-specific features?
You could. Risk: Clio Duo is general legal AI inside Clio Manage — they serve all legal verticals (family law, corporate, criminal, real estate, etc.). PI-specific depth is unlikely to be their roadmap priority because PI is one of many verticals they serve.
Also: Clio Duo only works inside Clio. If you’re on Litify, Filevine, MyCase, or Smart Advocate, Clio Duo isn’t available to you — you’d have to migrate your entire CMS, which is a 3-6 month project.
CounselorAI runs alongside Clio (or any other CMS) without forcing migration. If you’re on Clio and want to evaluate both, you can run them in parallel — Clio Duo for general legal AI inside Clio, CounselorAI for PI-specific demand letters and negotiation. They don’t conflict. Full Clio Duo comparison.
Why should I adopt now rather than wait?
Two reasons, one operational and one competitive:
Operational: every demand letter your firm sends with manual processes is a missed opportunity for tender rate lift. The ROI math compounds — if CounselorAI lifts your tender rate 10% and you send 60 demands a month, every month of delay = ~6 fewer cases settling at demand value × $50K avg settlement × 33% contingency = roughly $100K of fee revenue not collected this month.
Competitive: other PI firms in your market are evaluating these tools right now. The firms that adopt earlier compound the advantage faster — more cases handled, more wins, more referrals, more leverage. The firms that wait give competitors first-mover advantage on a measurable revenue driver.
That said: only adopt if the math works at your firm. The calculator and the demo exist to confirm that.
Still have questions?
Book a 15-minute demo. Bring whatever case you’ve worked recently. We’ll run it through CounselorAI together — you see the actual workflow on your actual case, ask whatever questions are on your mind.
No credit card. No commitment. No sales pitch.