Automoat for Law Firms.

You've bought CoCounsel, Harvey, or both. Your associates use ChatGPT under the desk. And your realization rate hasn't moved.

Automoat installs the AI-native operating system that actually moves the realization rate — discovery throughput, drafting cycles, intake conversion, the workflows your competitors are still running on attorney-time.

Book an Ops Call →See the Foundation Build

§ I — THE GAP IN LAW FIRMS

License-stack AI moved attorney curiosity. It hasn't moved the matter throughput.

Most firms our size have multiple AI licenses in flight — CoCounsel, Harvey, Lexis+ AI, the works. Spend is up. Realization is flat. The gap isn't the AI; it's the operating layer.

$2–5K / atty

annual AI license spend per attorney

† INDUSTRY BENCHMARK · 2025

71%

median realization rate at boutique firms

† INDUSTRY BENCHMARK · 2025

<15%

of firms have integrated AI into matter management workflows

† INTERNAL BENCHMARK · 2026

§ II — WHAT WE BUILD

The AI-native OS, translated to law-firm matter operations.

Five-layer architecture, scoped to the workflows where attorney-time is the constraint.

Discovery review pipeline

Custom retrieval + agent orchestration over document review, privilege screening, and production. Typical lift: 3–4× throughput on flat headcount.

Drafting & precedent retrieval

Firm-tuned drafting agents with knowledge over your historical motions, briefs, and engagement letters. Attorney-reviewed, attorney-signed.

Client intake & conflict screening

Intake agent + conflict cross-check against matter history. Conversion lift typically 15–25%; conflict misses go to zero.

Time entry & narrative writing

Agent layer drafts daily narratives from calendar + Outlook + matter activity. Attorney reviews and posts. Lost-time recovery typically 8–12%.

Knowledge layer over matter history

Retrieval over closed matters, partner workproduct, and firm-specific precedent. New associates get up to speed; partners stop being the bottleneck for substantive questions.

§ III — WHICH OFFER FITS

Foundation Build for full firm. Beachhead Build to prove out discovery or intake first.

⊕ FEATURED FIT

TRACK A · PRIMARY

Foundation Build

Firms ready to install the AI-native OS across 8–15 workflows. Managing partner mandate. Significant capital commitment in exchange for measurable realization-rate movement.

See the Foundation Build →

TRACK A · ALTERNATIVE

Beachhead Build

Firms who want to move one domain — typically discovery or intake — first, with a clear path to expand once the operational KPI moves.

See the Beachhead Build →

§ IV — A SCENARIO

What this looks like at a 14-attorney boutique litigation firm.

CASE · COMPOSITE

“Discovery review throughput 3.2× in 9 weeks. Realization +18 points. Two new attorney practices onboarded without adding overhead.”

THE OPERATION: 14 attorneys, 22 staff. Boutique litigation. Pre-engagement: realization 71%, discovery review the constraint on caseload growth.
WHAT WAS BROKEN: Discovery review averaging 2.4 hours per attorney per document pack. Partner-time leaking into routine review. Two new partners onboarded but stalled on capacity.
THE MISSION: Cut review time per pack by 60%. Lift realization to 85%. Absorb the two new partners' practices into existing footprint.
WHAT WE SHIPPED: Custom retrieval layer, agent orchestration over document review, governance dashboard. 9 weeks Install. 5 workflows in scope.
THE RESULT: Throughput 3.2× by week 10. Realization +18 pts. New practices onboarded inside existing footprint. CAS-equivalent advisory line spun up in month 5.

§ V — FREQUENTLY ASKED

Questions specific to Law firms.

How do you handle ABA confidentiality and privilege?−

Layer 5 — observability and governance — is configured to ABA Model Rule 1.6 and 1.18 standards. Model interactions are routed through self-hosted or contracted-data-isolation endpoints. Privilege markers propagate through the knowledge layer. We work with your conflicts and ethics partner during the Sweep to make sure governance meets your jurisdiction's bar standards.

Will this replace our associates?+

We already pay for CoCounsel and Harvey. Why add Automoat?+

How is this priced relative to a contract attorney or junior associate?+

Book an Ops Call.

30 minutes. Operator-to-operator. No deck. No follow-up nurture sequence designed to wear you down.

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