Sealed brief · for Cecilia Ziniti · updated

The platform is now doing the work. Hive is the proof underneath every action it takes.

1,700+ in-house legal teams, a 77 NPS, a $60M Series B at $555M, and a product that has moved from answering questions to doing the work: auto-reviewing contracts, applying redlines in Word, generating playbooks, automating requests from the business. Every one of those is now a privileged action taken on a client's behalf. Today the record that it happened correctly is GC AI's own word for it. Hive makes each action carry its own proof, post-quantum signed, checkable by a regulator, malpractice carrier, or court in a browser, with no access to your systems or ours. Same UX on top. A floor no competitor can claim underneath. This is an update to the brief from a month ago. Here is everything we have shipped since.

Live mint · today PQ · ML-DSA-65 · FIPS 204 FRE 901(b)(9) / 902(13) to (14) EU AI Act Art. 50 · enforceable Aug 2 NIST AI RMF aligned Patents Pending
What you have already said matters

You built GC AI around four words. Hive is how each one survives the next decade.

From your own writing on why you started GC AI: "Every feature reflects what I wish I had at my fingertips: speed, accuracy, trust, and quality." What sits underneath this page is built around the same four words.

Speed

Faster floor

Today
Exact Quote already wins on speed
With Hive
Compliance evidence assembled in real time. Audit answers in hours, not weeks.
Accuracy

Provable accuracy

Today
Verifiable citations, clickable sources
With Hive
Cryptographically verified citation: "this citation was accurate at this timestamp on this model."
Trust

Stronger floor

Today
Trust built on accuracy and brand
With Hive
Trust anchored in cryptography: every privileged action sealed before it leaves the model.
Quality

Higher quality bar

Today
Firm-grade work, in-house budget
With Hive
Every output carries its own proof. Malpractice carriers and regulators read the same record.
How GC AI beats Harvey: three structural advantages

Harvey owns law firms. Robin is now a feature of Copilot. The in-house seat is the prize, and you already sit in it.

This isn't about catching anyone. It's about deepening three advantages Harvey can't replicate without rebuilding from zero. Whichever direction GC AI takes next, a bigger raise, a strategic deal, going public, or holding and growing, these three lock in.

Distribution
The seat Harvey cannot sit in
Harvey's distribution is law firms. Yours is 1,700 in-house legal teams, the buyer Harvey structurally cannot serve without cannibalizing its own channel. The hardest part of legal AI is done. Hive layers underneath without touching one UX surface or one integration GC AI has already shipped.
Substrate
Cryptographic, and yours
Harvey's substrate is OpenAI's. Yours becomes post-quantum signed receipts, zero-knowledge privilege, and immutable audit: a foundation auditors can check in a browser, one Harvey can't match without rebuilding their architecture. The trust layer becomes a moat, not a marketing claim.
Economics
A line on the P&L, not a war chest
Harvey has reportedly spent nine figures of venture capital building proprietary infrastructure. GC AI gets a comparable cryptographic moat as a single, modest line on the P&L, sized as a small percentage of platform revenue. Same defensibility. A fraction of the burn.
The substrate, in plain terms

Four cryptographic primitives. One substrate. Every privileged action sealed before it leaves the model.

Same GC AI on the surface. Stronger floor underneath. Each primitive can be picked up à la carte or run as a full stack. Your call, not ours.

PRIMITIVE 01

SHOD gates

Six-gate authorization on every document ingestion: budget, scope, identity, time, location, chain. Privileged documents never leave their jurisdiction. Never train a model. Every access is cryptographically logged.

PRIMITIVE 02

SMSH indexing

Cryptographic receipt per AI interaction. Document hash, model version, output, reviewer, and timestamp, all anchored. Court-admissible under FRE 901(b)(9) / 902(13) to (14). Malpractice-insurer-friendly.

PRIMITIVE 03

SpectralZK

Zero-knowledge processing for privileged text. The model receives a proof, not the document. Client maintains custody. Subpoena answer becomes: we cannot produce what we never possessed.

PRIMITIVE 04

ViewKey

Client-specific disclosure. Show every access to merger docs without exposing the docs. Real-time CFO visibility into legal spend without exposing privileged work product. The GC's GC.

New since the last brief: a month of building

Five new primitives shipped since we last spoke. Each one maps to where GC AI is heading.

The original four primitives still stand underneath everything. These are new, live today, and built for exactly the shift GC AI just made, from answering questions to taking privileged action on a client's behalf. None of them touch your UX. All of them are checkable in a browser with no login.

NEW 01 · MODEL IDENTITY

Prove which model actually answered.

Binds model identity, routing, and approval into the receipt on every call. When a citation or redline is challenged, the answer isn't "we believe GPT handled it." It's a signed record of which model produced which output, at which timestamp. The provable upgrade to Exact Quote.

NEW 02 · PRE-ACTION GATE

Clearance bound before the action, not logged after.

For the agentic turn GC AI just took: a signed clearance is checked and bound before an agent applies a redline, sends a draft, or acts on the business's behalf. An uncleared action is refused, not recorded as a regret. You run the control, not just the record.

NEW 03 · INDEPENDENT ATTESTATION

Third-party provenance on every output.

An independent signature on each item GC AI produces: brief, memo, redline, summary. We make no decision about the content. We sign what the platform declares so anyone can check it offline. That's the difference between "trust our accuracy" and a receipt a regulator can check without trusting anyone.

NEW 04 · JURISDICTIONAL CLEARANCE

Every action cleared against the law of its origin.

For the multinational in-house teams GC AI is winning: each AI action on a recording, document, or matter is cleared against the capture and privilege law of its jurisdiction, covering cameras, call centers, scribes, and cross-border matters. It's the global-enterprise posture Harvey isn't built for.

NEW 05 · STREAMING RECEIPTS

Microsecond-class receipts, off the hot path.

Signed receipts at 11.59us measured against a 100us budget, with the post-quantum session anchor pre-enabled. That's fast enough to sign live transcription, real-time review, and interactive drafting without the user ever feeling it. Speed was your first word. This keeps the floor invisible.

There's also now a live, public map of every AI surface a receipt can sit under: inference, agents, generated media, RAG, voice, documents, with a working sign-and-verify demo on each. If it helps the team see the whole shape: the coverage atlas and the independent provenance signer are both live and checkable right now, no login.

Ten ways Hive strengthens what you already built

Each one is a real product. Pick the ones that map to your roadmap. We deliver underneath your UX.

Not a feature list. A menu. Every line below is something we ship today on top of the same four primitives, and those four primitives support an unlimited number of agent shapes. Cecilia picks the order and the count. We move on her schedule.

VICTORY 01 · TRUST

The trust moat Harvey cannot copy without rebuilding.

Cryptographic provenance per AI interaction. Auditors, regulators, malpractice carriers all read the same signed record. Goes from "we believe our AI is accurate" to "every action is provable."

VICTORY 02 · PRIVILEGE

Zero-touch privilege protection.

SpectralZK processes privileged text without GC AI ever possessing the raw document. The subpoena-proof answer becomes: "We cannot produce what we never possessed." Harvey cannot offer this without rebuilding their architecture.

VICTORY 03 · AUDIT

The immutable legal record.

SMSH receipts cover every interaction: document, model version, output, reviewer, timestamp. Court-admissible. Malpractice insurer-friendly. Ready for a regulator exam. The defense in any malpractice claim moves from "trust us" to "here is the proof."

VICTORY 04 · GOVERNANCE

The GC's GC: legal spend governance.

SHOD gates on matter budgets. SMSH indexes every law-firm invoice and time entry. ViewKey gives the CFO real-time legal-spend visibility without exposing privileged work product. GC AI becomes the operating system for the legal department, not just a drafting tool.

VICTORY 05 · MULTI-ENTITY

Multinational legal operations.

Entity-specific budget gates, jurisdiction-aware privilege rules, unified immutable records across 50+ legal entities. The global-enterprise play Harvey is not built for.

VICTORY 06 · E-DISCOVERY

Cryptographic chain of custody for e-discovery.

Every document collected, every copy, every redaction signed and anchored. Opposing counsel can't challenge authenticity. Production includes a cryptographic certificate. E-discovery is a $17B market, so even modest penetration is a real ARR line.

VICTORY 07 · REGTECH

Regulatory compliance automation.

SMSH indexes every regulatory change and every contractual obligation. SHOD gates block non-compliant actions before they happen. ViewKey gives regulators what they need and nothing more. RegTech is a $100B+ market; legal compliance is the entry point.

VICTORY 08 · CITATIONS

From Exact Quote to Cryptographically Verified Quote.

The moat GC AI already has, made provable. Every citation gets a hash, every source proven without exposure. "Cryptographically Verified Quote" is a phrase no competitor can lift without rebuilding.

VICTORY 09 · ZK-PROCESSING

Zero-knowledge processing of privileged corpora.

Run analyses across documents the model never sees. Bulk redaction, bulk privilege review, bulk classification: all provably correct without exposing content. Built for in-house teams handling cap tables, deal docs, and internal investigations.

VICTORY 10 · COMPLIANCE READY

Whatever path forward you choose, strengthen and protect.

Bigger Series B. Strategic acquirer at the table. Public-company option in 2-3 years. Or simply hold-and-grow privately at premium gross margins. The cryptographic foundation makes every one of those paths cheaper, faster, and more defensible. You pick the path. Hive is the same underneath either way.

Stand up an entire firm. Inside GC AI. Before lunch.

Unlimited signed legal agents. Mint any role, any specialty, any depth. Every action sealed, every hour billable through GC AI.

There's no ceiling. A customer can mint ten agents or ten thousand. Any role they need. The ten archetypes below are the most common opening roster, not a limit. Healthcare compliance specialist. ITAR export-control analyst. CCPA / GDPR / DPDP regional privacy officer. Open-source license auditor. Insurance-coverage reviewer. Real-estate diligence clerk. Carbon-credit attestation reviewer. M&A second-request triage. Whatever shape the in-house team needs, what sits underneath is the same: post-quantum signed, audit-grade, billable.

You mint them for your customer. Or your customer mints their own. Every agent is a signed, billable, audit-grade entity. A 200-person legal team can run with a virtual firm of forty beside it, and every output back-flows through GC AI as metered usage. The platform you have today turns into a marketplace where the agents are the product and the receipts are the revenue line.

Tenant-issued · GC AI mints Customer-issued · self-serve mint Every mint is a signed receipt Every action billable on usage
Agent 01 · Librarian

Librarian.

Owns the precedent vault. Indexes every brief, opinion, contract template, and matter file the in-house team has ever produced. Answers the "have we seen this clause before" question in seconds.

Agent 02 · Steno

Steno.

Transcribes depositions, board meetings, internal investigations. Speaker-diarized, timestamped, signed at the second. Every page anchored so opposing counsel cannot dispute authenticity.

Agent 03 · Patent

Patent.

Invention disclosure intake, prior-art search, claim drafting, office action response. RED / GREEN / YELLOW on novelty. Routes to outside counsel only when the cost-cap and the claim shape both warrant it.

Agent 04 · Trademark

Trademark.

Clearance search across USPTO + foreign registries, watch-service for confusingly similar filings, opposition-deadline tracker. Hands the in-house team a packet outside counsel charges $8K for.

Agent 05 · Partner

Partner.

The strategic voice. Reads the deal, the litigation posture, the regulatory exposure, and the political read, then writes the one-page memo the GC walks into the CEO's office with. Signed. Cited. Defensible.

Agent 06 · Associate

Associate.

Drafts the agreement, the brief, the memo, checked against the playbook, against precedent, against the regulatory baseline. Marks every assumption it made and every place a human needs to look.

Agent 07 · Junior

Junior.

Tireless first-pass review. Reads every inbound NDA, MSA, DPA, click-through. Flags the deviations, suggests the redline, escalates the ones above the threshold. Never gets bored. Never misses a residual clause.

Agent 08 · Paralegal

Paralegal.

Owns the calendar of obligations: filing deadlines, renewal notices, regulatory deadlines, contract-expiry windows. Signs every reminder so nothing slips and nothing is later disputed as "we did not receive notice."

Agent 09 · Researcher

Researcher.

Westlaw-grade case-law and regulatory research with provenance baked in. Every cite is a Cryptographically Verified Quote. Not "we believe this is the holding" but "this is what the court said at this paragraph on this date."

Agent 10 · Litigator

Litigator.

Builds the chronology, surfaces the bad documents, drafts the motion in limine, runs the deposition outline. Every privilege call signed; every redaction proven; every production package shipped with a chain-of-custody certificate.

What an agent actually does: two day-in-the-life walkthroughs

Same substrate underneath. Different shape on top. Each step below is a signed receipt that GC AI bills against and an auditor can verify in a browser.

A day with the Paralegal

Tuesday, 9:00 AM. Acme Corp in-house team.

A regional sales director just emailed an MSA from a new reseller. Paralegal owns it end to end. The GC sees only the exceptions.

  1. 9:01: Paralegal ingests the MSA. SHOD gate fires: confirms it is from an approved counterparty, inside the budget envelope, jurisdiction matches Acme's playbook. Signed receipt #1.
  2. 9:02: Diffs the MSA against Acme's playbook. Surfaces seven deviations: indemnity cap, IP assignment language, audit-rights clause, two privacy schedules, a residual-knowledge carve-out, governing-law swap. Signed receipt #2 with the diff itself anchored.
  3. 9:04: Auto-redlines the five low-stakes deviations against playbook. Routes the indemnity cap and IP assignment to Associate for a redline pass with a citation to two prior matters where Acme accepted similar terms. Signed receipt #3.
  4. 9:05: Files the open obligation on the calendar: notify renewal 90 days before expiry, audit-rights window opens at month 6. Signed receipt #4.
  5. 9:06: Returns a one-page summary to the sales director with the auto-accepted clauses, the two flagged for review, and the calendar entries. Every claim in the summary cites a receipt.

What got proven: the contract was reviewed, the playbook was followed, the deviations were caught, the calendar was set. Five signed receipts; one human action required; auditor can replay the entire chain.

A day with the Partner

Wednesday, 2:15 PM. Acme GC walks into the CEO's office in an hour.

Activist investor just filed a 13D. Board meeting in 60 minutes. Partner builds the one-page strategic memo the GC walks in with.

  1. 2:16: Partner pulls the 13D, the investor's prior campaigns (Researcher hands over the prior-art docket signed and cited), and Acme's own bylaws and standstill landscape. Signed receipt #1 with every source cited.
  2. 2:22: Maps the four most likely demands (board seat, capital-return, divestiture of a segment, strategic-review request) against Acme's defensive options. ViewKey scopes the analysis so privileged material never leaves Acme's environment. Signed receipt #2.
  3. 2:31: Writes the one-pager. Recommendation, three scenarios, board-resolution language pre-drafted for each path, regulatory and disclosure obligations sequenced. Every recommendation footnoted to a Researcher-signed authority. Signed receipt #3.
  4. 2:42: Hands the GC the memo plus a separate sealed envelope with the underlying analysis and citations. Memo is shareable with the CEO and the board. Sealed envelope is privileged and stays with counsel.
  5. 2:48: If the board asks “what did counsel rely on?” the GC opens the verifier in a browser and walks through three signed receipts in under a minute.

What got proven: the recommendation is defensible, the analysis is privileged, every cited authority is real and current, and the chain of reasoning survives any later malpractice or shareholder-derivative review.

A firm within a firm.
Each customer stands up exactly the roster they need: ten agents, fifty, two hundred, custom-shaped per matter. Every mint is a billable event. Every action is a metered receipt. GC AI keeps the platform margin. Hive provides the substrate. The customer gets a virtual firm that signs its own work and grows with the matter list.
Walk through the marketplace →
Whatever the next chapter looks like

Compliance readiness for every direction you might take the business.

Bigger raise. Strategic partner. Public option down the road. Or simply staying private and pressing the gross-margin advantage you already have. Each one of these line items gets cheaper, faster, and more defensible the moment cryptographic provenance is the floor instead of the trust-me posture every competitor still ships.

Compliance line itemWithout HiveWith Hive
SOC 2 Type II6-12 month audit · $200K+Cryptographically enforced from Day 1 · audit in 6 weeks
Data governanceManual policy documentationAutomated · cryptographically proven
Audit trailsSpreadsheet loggingImmutable SMSH receipts per transaction
Customer data protectionTrust-based NDAsSpectralZK zero-knowledge processing
Revenue recognitionManual compliance reviewSHOD-gated · automatically auditable
D&O insuranceStandard premiums20-30% reduction (cryptographic attestation)
Diligence posture (any path)"We take security seriously""Post-quantum cryptographic proof per action"
Cheaper · faster · provable
Cryptographic infrastructure improves every diligence path, whether you're raising, partnering, selling, or simply growing. You pick the chapter. The floor is the same.
Twenty minutes →
How Hive gets paid

Platform fee + per-usage + modules. One line on your P&L. Sized as a small percentage of platform revenue.

Built to land in this fiscal year and to scale with documents processed, not seats. It sits below every major infrastructure benchmark (Datadog, Salesforce, AWS) as a share of revenue. Exact numbers belong on the call, not the public page.

ComponentShapeWhat it covers
Platform licenseAnnualSHOD · SMSH · SpectralZK · ViewKey core substrate underneath every GC AI action
Per-document processingPer-useSMSH hashing plus FRE 901/902 attestation on every document GC AI processes. Scales with you
SpectralZK privilege moduleAnnual add-onZero-knowledge processing for privileged corpora: the subpoena-proof posture
Professional servicesAnnualDedicated engineer · onboarding · integration into the GC AI stack
Compliance readiness packageOne-timeSOC 2 fast-track · audit prep · continuous-attestation documentation
Year-one totalSingle-digit % of revenueBelow Datadog (10-15%), Salesforce (8-12%), AWS (5-10%) as a share of platform revenue

For reference: Harvey has reportedly raised over a billion dollars to build a comparable moat. GC AI gets it on the order of magnitude of a small fraction of one percent of that, every year, as a normal infrastructure line. Numbers walked through live on the call.

Three structures, your pick

You pick the shape of the relationship. We ride underneath either way.

Hive doesn't compete with GC AI and doesn't sell to your customers directly. We're the substrate underneath your workflow. You keep every customer, every renewal, every upsell, and you gain a foundation that gets stronger as the regulatory landscape gets harder.

White-label OEM.

Hive invisible

Receipts read "GC AI Verified." Hive does not appear in the UI or the customer contract. You own brand, renewal, upsell.

  • Per-receipt infrastructure fee in the cost stack
  • Cleanest path through enterprise procurement
  • Hive backs you on regulatory questions, silently
Scope a call →

Co-brand · Powered by Hive.

Strongest enterprise close

Receipts read "GC AI · Powered by Hive Provenance." Named cryptographic primitive that CISOs and EU AI Act compliance teams want to see. The slide nobody else in legal AI has.

  • Joint reference architecture and pen-test posture
  • Co-presented to enterprise prospects and partners
  • Useful in any next chapter: raise, partner, sell, grow
Scope a call →

Category exclusive.

12-24 months

GC AI gets exclusive use of the Hive substrate in legal AI for a defined term. No competitor in your category can ship the same primitives during the window.

  • Highest license cost · highest moat
  • Clean room for 12-24 months on signed legal output
  • Strengthens whichever direction you choose next
Scope a call →
About the Simpson side of this

Worth saying plainly: Simpson is a happy GC AI customer. Hive is something else entirely.

Hive is infrastructure, not legal services. It's a platform layer that sits underneath any AI legal action, the same way AWS or Azure sit under software products. Hive doesn't practice law, doesn't generate work product, and doesn't compete with anything Simpson does. The Simpson GC has explicitly cleared this conversation. The build is mine. If anything, GC AI strengthened by Hive makes the Simpson deployment more protected, not less.

You raised $60M to do the work. Hive is how every action you take proves itself, for the next ten years.

Twenty minutes. No deck, no pitch, just a walk through which of these pieces map to your roadmap, and what the shape of a first engagement looks like. The brief is a month old. The build hasn't slowed down. Bring whoever you want in the room.

Pick a 20-minute window →