MatrixLabX PrescientIQ Enterprise Legal Services Platform: governed AI agents for law firms and corporate legal departments. Agents prepare M&A due diligence and contract review, litigation and e-discovery research, regulatory and compliance mapping, and regulatory filing drafts for attorney approval, with every step recorded to an immutable audit ledger.
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PrescientIQ™ Enterprise Legal Services Platform

Governed AI agents for legal teams.
The attorney still signs.

For partners, corporate counsel, and compliance officers: agents prepare due diligence reviews, e-discovery research, regulatory mapping, and filing drafts. Every output stops at an attorney approval gate before it goes anywhere, and every step is recorded to an immutable audit ledger.

Attorney-approved
Every redline, memo, and filing draft waits for a lawyer
Immutable record
Every action recorded with its rationale and approver
Per work, not per seat
Labor-as-a-Service, not licenses

From document generation to governed legal workflows

Legal teams are moving past AI that simply generates text toward agents that carry work through a process: reviewing a data room against a playbook, working through a discovery set, or tracking regulatory change against a policy stack. That shift is where the real capacity is, and also where the real risk is.

A text generator produces a draft someone may or may not read. A workflow agent produces output that moves toward a client, a counterparty, or a court. That only works if two things exist first: a record of who reviewed and approved each piece of work, and a hard stop before anything leaves the team.

PrescientIQ is built around those two things. The agents do the preparation, and the attorney keeps the judgment, the signature, and the responsibility.

Legal workflows PrescientIQ agents support

The split is the same in every workflow: the agent prepares, and the attorney decides. This table shows where that line sits in each.

For each legal workflow, what the agent prepares and what the attorney decides.
WorkflowThe agent preparesThe attorney decides
M&A due diligence and contract reviewReviews agreements and flags red flags, liability caps, and deviations from your playbook.Decides what is material, what to negotiate, and what the client hears.
Litigation and e-discoverySearches case materials, internal memos, and discovery sets, and summarizes findings with the sources behind them.Verifies every source and makes every responsiveness, privilege, and strategy call.
Regulatory and compliance mappingTracks regulatory changes in the jurisdictions you specify and maps them against your internal policies.Determines whether a change applies, what the exposure is, and what remediation to pursue.
Regulatory filingsPrepares first drafts of routine regulatory filings.Reviews, signs, and files. Nothing is filed without approval.

The three hurdles to legal AI, answered honestly

Privilege, hallucination, and confidentiality are the reasons legal teams hold back on AI. Here is what the architecture does about each one, and where the answer has to come from your own counsel.

Hallucination

Agents surface the sources behind what they flag or summarize, so an attorney can check them against the underlying document. The approval gate means nothing reaches a client, a counterparty, or a court until someone has.

Privilege

No platform can promise privilege. That is a legal determination, and it belongs to your counsel. What we provide is the architecture and written data terms your counsel needs to make it.

Confidentiality

PrescientIQ is hosted and operated by MatrixLabX, stated plainly below with whose attestations apply. Your confidentiality analysis should start from how the system actually runs, not from a vendor’s summary of it.

Governance a supervising attorney can rely on

The controls are built into the architecture. They are not a policy document asking the model to be careful.

An attorney approval gate

Every proposed redline, filing draft, and external communication stops and waits for a named attorney. Nothing reaches a counterparty, a client, or a court on an agent’s output alone.

An immutable audit ledger

Every agent action is written with its rationale and the identity of the person who approved it, at the moment it occurs. Supervision becomes a record rather than a recollection.

Agents prepare; lawyers practice

Agents organize, review, flag, and draft. Legal reasoning, advice to the client, and responsibility for the work product stay with the attorney.

100%Architectural
Externally visible actions requiring named human approval before execution

Where it runs, stated plainly

PrescientIQ is hosted and operated by MatrixLabX on Google Cloud, which maintains SOC 2, ISO 27001, and PCI DSS-attested infrastructure. Per-agent least-privilege identities, prompt-injection defense on every inbound surface, and an immutable audit ledger record every action, its rationale, and the approving human.

SOC 2, ISO 27001, and PCI DSS attestations are held by Google Cloud, which operates the underlying infrastructure. They are not MatrixLabX certifications.

MatrixLabX application-layer SOC 2 is in progress.

What we will not tell you

Legal buyers are the audience most likely to rely on what a vendor page says. These are claims you can expect from AI vendors, and why we do not make them.

That it preserves attorney-client privilege

Privilege and confidentiality analysis for any third-party platform belongs to your counsel and applicable ethics guidance. We provide the architecture and written data terms to support that analysis. We do not provide the conclusion.

That your client data stays inside your own cloud tenant

It does not. PrescientIQ is hosted and operated by MatrixLabX. Any confidentiality analysis should start from that fact, and you should expect the same plain answer from every vendor you evaluate.

That agents reason about the law autonomously

Agents organize, review, flag, and draft. Legal reasoning and judgment belong to the attorney, and every output that leaves the team passes through one.

That its output is correct because it looks right

Agents surface and draft; attorneys verify. A citation, quotation, or authority no attorney has checked against its source should not reach a client or a court. The approval gate exists to make that check unavoidable.

That client data is excluded from model training

That is a contract term, not a web page sentence. Ask us for model-training exclusion, retention, and deletion in writing, and ask every vendor you evaluate for the same.

Read the full AI trust and governance page →

The discipline behind this comes from another regulated industry:

“I remember a specific meeting where a PM asked if we could ship the pulse oximeter first and patch the compliance documentation later. I had to stop the room and explain that under FDA regulations, if a process isn’t documented according to Good Manufacturing Practices, it didn’t happen. Treating regulatory standards as a toggle switch was simply not an option.”

— George Schildge, CEO & Chief AI Officer, MatrixLabX

Priced for the work, not for seats

With per-seat AI licensing, a legal team pays for access whether or not any work gets done. PrescientIQ’s Labor-as-a-Service model prices the work agents perform instead of the number of people holding a license.

Scope and commercial terms for a legal deployment are set during the readiness audit, before anything is signed.

Is your first legal workflow ready for an agent?

An agent can only be held to a review standard that already exists. Answer two questions to see where to start.

Two-question readiness check

Where should an agent start in your legal team?

01Where would an agent do its first work?

Frequently asked questions about AI agents for legal services

What is the PrescientIQ Enterprise Legal Services Platform?
It is a governed multi-agent AI platform from MatrixLabX for legal work. Its agents prepare M&A due diligence and contract reviews, litigation and e-discovery research, regulatory and compliance mapping, and regulatory filing drafts for attorney review. Every output that would leave the team stops at an attorney approval gate and is recorded to an immutable audit ledger.
Who is it built for?
Partners, corporate counsel, and compliance officers at mid-market law firms and corporate legal departments. It suits teams whose throughput is constrained by document-heavy work and who lack a legal-technology engineering team to build approval controls and audit recordkeeping around AI.
Does PrescientIQ give legal advice or practice law?
No. Agents organize, review, flag, summarize, and draft for an attorney. They do not give legal advice, reach legal conclusions, or act for a client. Every conclusion, redline, research memo, and filing is the work of the attorney who reviews and approves it.
Who is responsible for work product an agent helps prepare?
The supervising attorney. Professional conduct rules place responsibility for competence, confidentiality, and supervision of non-lawyer assistance on the lawyer. Using an AI system does not move that responsibility, and the approval gate and audit ledger exist to record supervision, not replace it.
How does PrescientIQ address hallucination risk in legal work?
Agents surface the sources behind what they flag or summarize, so an attorney can check a citation against the underlying document instead of taking it on trust. Nothing reaches a client, counterparty, or court without attorney approval. We do not claim agent output is error-free; the design assumes it must be verified.
Does using PrescientIQ affect attorney-client privilege or confidentiality?
We do not make that determination. A vendor that says its product preserves privilege is making a legal conclusion it is not entitled to make. PrescientIQ is hosted and operated by MatrixLabX. Whether to use any third-party platform with client information is for your counsel and applicable ethics guidance, and we will provide the architecture and written data terms to support that analysis.
Is client data used to train AI models?
That answer belongs in a contract, not on a marketing page. Ask us for the model-training exclusion, retention, and deletion terms in writing during your evaluation, have your counsel read them, and hold every other vendor on your shortlist to the same standard.
Where does PrescientIQ run, and whose certifications apply?
PrescientIQ is hosted and operated by MatrixLabX on Google Cloud, which maintains SOC 2, ISO 27001, and PCI DSS-attested infrastructure. Per-agent least-privilege identities, prompt-injection defense on every inbound surface, and an immutable audit ledger record every action, its rationale, and the approving human. SOC 2, ISO 27001, and PCI DSS attestations are held by Google Cloud, which operates the underlying infrastructure. They are not MatrixLabX certifications. MatrixLabX application-layer SOC 2 is in progress.
How does a legal team get started, and how is it priced?
Start with the free Agentic Readiness Audit. It returns a written assessment within 48 hours of the intake session, covering governance, non-human identity, shadow AI, data readiness, workflow suitability, and evidence. Pricing is Labor-as-a-Service: you pay for the work agents perform, not per user seat. Scope and terms are set during the audit, before any commitment.

Go deeper

This page describes how PrescientIQ is designed to operate. It is not legal advice, and it does not determine how any professional conduct rule, privilege doctrine, or confidentiality obligation applies to your use of an AI platform. Those determinations belong to your counsel. SOC 2, ISO 27001, and PCI DSS attestations belong to Google Cloud, not MatrixLabX.

See which legal workflows are ready before you commit to anything.

The free Agentic Readiness Audit returns a written assessment within 48 hours of the intake session.