Mycelium AI Agents — Agent 03 of 05

The Legal Intake Agent.

From first contact to signed engagement letter — governed, compliant, and without the bottleneck.

Status
Available now
Now accepting commissions
Investment
$25K–$120K
Fixed fee, three tiers, ex GST
Timeline
6–16 weeks
Five-phase managed build
The Proposition

Every day a new matter sits in the intake queue is a day the firm is exposed.

Legal intake is not an administrative function. It is a risk function. Missed conflict checks, incomplete AML/KYC screening, and engagement letters drafted from memory rather than matter scope create professional liability before a fee earner has billed a single hour.

The Legal Intake Agent is built for one function — getting a new matter from first contact to a signed engagement letter — with every compliance obligation checked and every decision routed to the right person before it proceeds. It works with your practice management system, your conflict database, and your firm's engagement templates. It does not replace the lawyer who signs the letter. It ensures the letter is ready to sign.

Phase 1 demo available: a working prototype on synthetic data, no production system access required, in 4 weeks.

"The intake process creates the most compliance exposure in the matter lifecycle — and it receives the least automation investment. The Legal Intake Agent closes that gap before the first invoice is raised." The pattern across law firms and in-house legal teams

What it does

Three categories of work. One agent, governed.

— It Captures

The client information your team collects inconsistently and incompletely.

  • Structured intake form linked to your practice management system
  • Client identity and entity type classification
  • Matter scope, nature, and governing jurisdiction
  • Introduction source and referral pathway
  • Fee arrangement preferences and billing authority
— It Prepares

The conflict check your team runs manually against memory.

  • Cross-reference against existing client and matter database
  • Related party and associated entity mapping
  • Adverse interest detection across open matters
  • Conflict matrix generated with evidence for principal review
  • AML/KYC screening against PEP and sanctions lists
— It Drafts

The engagement letter your team writes from a template and intuition.

  • Engagement letter drafted from captured matter scope
  • Client care letter generated to jurisdiction requirements
  • Scope, exclusions, and fee arrangements populated from intake
  • Conflict clearance and AML/KYC status attached as an exhibit
  • Draft routed to fee earner for review — never sent without sign-off
When it earns its keep

Three scenarios where the Legal Intake Agent changes the exposure profile.

01
New client to engagement letter
The intake cycle that takes three days and should take three hours

A new client is referred to the firm on a Monday. The intake coordinator collects the information over email across two days. The conflicts team runs a manual check on Wednesday. The fee earner drafts the engagement letter on Thursday using a six-month-old template, adjusting scope from memory. The letter goes out Friday — assuming no corrections.

The Legal Intake Agent receives the referral, issues a structured intake form, captures the client information in one session, runs the conflict check automatically, screens against AML/KYC requirements, and delivers a draft engagement letter — populated from the matter scope — to the fee earner's queue within hours of the intake form being completed.

Outcome: The fee earner reviews and signs a complete draft within 24 hours of the referral arriving. The matter opens faster, and with less exposure than the manual alternative.

02
Conflict detection before it becomes a professional obligation
The check that is only as good as the memory behind it

In firms without structured conflict detection, the check depends on who is in the room and what they remember. Related party relationships, associated entities, and adverse interests in open matters are missed not through negligence but through the limits of manual search across a large matter database.

The agent cross-references the new client and matter against your full client and matter history — including related parties and associated entities supplied at intake — flags every potential conflict with the evidence behind it, and routes the conflict matrix to the supervising principal before a single hour is billed against the matter.

Outcome: Conflicts are detected systematically, not through memory. The firm's exposure to professional misconduct risk is reduced at the point where it is still addressable.

03
AML/KYC compliance flagging
The obligation that applies before the engagement letter is signed

Anti-money laundering and know-your-client obligations apply at the point of engagement, not after. For law firms with designated business service obligations — and for in-house teams onboarding third-party arrangements — manual PEP and sanctions screening is inconsistent, under-documented, and frequently skipped under time pressure.

The agent screens every new client against current PEP and sanctions lists as part of the intake cycle, flags matches and near-matches with a risk classification, attaches the screening record to the matter file, and requires explicit sign-off from the designated AML officer before the matter proceeds — with the full audit trail preserved for regulatory review.

Outcome: AML/KYC obligations are met at intake, with a documented audit trail. The compliance record exists before the first disbursement, not after a regulatory inquiry.

How we build it

Every Legal Intake Agent build follows the same five-phase loop.

Most agent builds skip phase one (no mission alignment), compress phase two (assumed workflows, not observed ones), and have no equivalent of phases four and five (built and released without the people who will use it ever signing off).

The Mycelium build loop is slower than the market default. The slowness is the point.

01
1–2 weeks
Mission Alignment
Workshop with the Practice Group Leader and 3–5 of the team. Output: Mission Alignment Document — what the intake function exists to do, what success looks like, what the agent must never do.
02
1–2 weeks
Workflow Mapping
Observation and process tracing of how intake, conflict checking, and engagement documentation actually happen — not how they are documented. Output: workflow map with steps, data sources, and human handoff points.
03
2–6 weeks
Build
Agent built against the workflow map and the Mission Alignment Document. Iterative, with the working group reviewing each iteration. No dark builds. Phase 1 demo available on synthetic data from week 4.
04
1–2 weeks
Departmental Review
Parallel run alongside existing intake processes. The team uses the agent in production conditions, reviews accuracy, conflict detection logic, AML/KYC flag behaviour, and draft quality — and signs off before release.
05
1 week
Executive Release
Briefing for the Managing Partner or General Counsel covering scope, governance, review cadence, compliance boundaries, and performance measures. Released to broader use only after sign-off.
Investment

Three tiers, scoped to complexity.

Standard
$25K–$40K
6–8 weeks
Single practice area, core intake workflow, standard conflict check.
  • Structured intake capture — one practice area
  • Conflict check against existing client and matter database
  • AML/KYC screening — standard PEP and sanctions lists
  • Engagement letter draft from matter scope
  • Five-phase build with principal sign-off
  • Handover documentation
Enterprise
$75K–$120K
12–16 weeks
Full firm, comprehensive AML/KYC coverage, regulator-ready audit trail.
  • Whole-of-firm intake standardisation across practice groups
  • Comprehensive AML/KYC with enhanced due diligence flows
  • Regulator-ready audit trail for every intake and conflict decision
  • Extended departmental review across multiple practice groups
  • Handover plus 90-day stabilisation

Fixed fee, ex GST. Optional Sustained Alignment Retainer ($2,500–$6,500/month) available post-release for quarterly mission re-alignment, AML/KYC list updates, conflict logic drift monitoring, and governance review.

The governance promise

Three sign-offs. No exceptions.

Every Legal Intake Agent is released to broader use only after three sign-offs.

This is what separates a managed build from a deployed tool. The agent is not finished when the code is written. It is finished when the people who will use it have confirmed that the conflict logic is sound, the AML/KYC flags behave correctly, and the engagement letters it drafts meet the firm's standards — before a single external letter goes out.

01

The working group

The fee earners, paralegals, and intake coordinators who will use the agent daily sign off that it works as expected, handles edge cases responsibly, and the conflict detection and AML/KYC flag logic aligns with the firm's compliance obligations.

02

The Practice Group Leader

The function owner signs off on scope, governance cadence, performance measures, compliance boundaries, and the explicit list of what the agent will and will not do — including the sign-off requirements before any engagement letter is sent.

03

The Managing Partner or General Counsel

The senior decision-maker receives the executive briefing, confirms the scope and risk envelope, reviews the AML/KYC compliance approach and conflict governance model, and authorises broader release.

The first conversation is diagnostic

No pitch. No proposal until it makes sense.

60 minutes with you and your Practice Group Leader. We assess whether a Legal Intake Agent build — or a Phase 1 demo — is the right move for your situation. And we tell you if it is not.

Request a Diagnostic Conversation See all agents →
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