AI Governance for Legal Technology

Legal technology companies build AI tools that process the most privileged information in any business — attorney-client communications, litigation strategy, confidential settlements, and regulatory filings. A single privilege waiver through AI mishandling can change the outcome of billion-dollar litigation. Keeptrusts enforces privilege protection, document classification, and quality controls at the AI gateway.

Use this page when

• You are building legal technology products that process attorney-client privileged communications, eDiscovery documents, or confidential settlement data.
• You need privilege protection controls, eDiscovery AI quality governance, and court filing validation before submission.
• You want to prevent privilege waiver through AI mishandling, enforce protective order compliance, and maintain legal hold integrity.

Primary audience

• Primary: Technical Leaders
• Secondary: Technical Engineers, AI Agents

AI Challenges in Legal Tech

Challenge	Risk	Regulatory Exposure
Attorney-client privilege waived via AI	Privilege loss, case damage	ABA Model Rules, state bar rules
eDiscovery AI missing responsive documents	Sanctions, adverse inference	FRCP, court orders
Case outcome predictions used improperly	Unauthorized practice of law	UPL statutes
Court filing AI errors	Sanctions, malpractice	Court rules, local procedures
Confidential settlement terms leaked	Breach of settlement	Settlement agreements, protective orders
Legal hold data exposed	Spoliation sanctions	FRCP 37(e), ESI preservation duties

How Keeptrusts Helps

Attorney-Client Privilege Protection

dlp-filter detects and blocks attorney-client communications, legal memoranda, and privileged strategy documents from reaching external models. The safety-filter prevents responses that would disclose privileged analysis. audit-logger maintains privilege log entries for every AI interaction.

eDiscovery AI Governance

quality-scorer validates eDiscovery AI coding decisions against confidence thresholds — preventing responsive documents from being incorrectly classified as non-responsive. audit-logger creates a defensible review trail.

Case Outcome Prediction Controls

rbac restricts case prediction AI to licensed attorneys. safety-filter blocks prediction outputs from being shared with non-attorney staff or clients without appropriate disclaimers.

Court Filing AI Quality

quality-scorer validates AI-generated filings against formatting rules, citation accuracy, and procedural requirements. Outputs below threshold are blocked from submission workflows.

Confidential Document Classification

dlp-filter enforces protective order markings — blocking prompts that include "CONFIDENTIAL - ATTORNEYS' EYES ONLY" or "HIGHLY CONFIDENTIAL" content from reaching external models.

Legal Hold Compliance

safety-filter prevents AI from modifying, summarizing in misleading ways, or recommending deletion of documents subject to legal hold. audit-logger tracks every AI interaction with held data.

Complete Policy Configuration

pack:
  name: legal-tech-governance
  version: 1.0.0
  enabled: true
policies:
  chain:
  - prompt-injection
  - rbac
  - pii-detector
  - dlp-filter
  - safety-filter
  - quality-scorer
  - audit-logger
policy:
  prompt-injection: {}
  rbac:
    deny_if_missing:
    - X-User-ID
    - X-User-Role
  pii-detector:
    action: redact
    detect_patterns:
    - client_name
    - ssn
    - date_of_birth
    - financial_account
    - witness_name
    - judge_name
    redaction:
      marker_format: label
  dlp-filter:
    detect_patterns:
    - '(?i)\b(attorney[- ]client|privileged|work[- ]product)\b'
    - '(?i)CONFIDENTIAL\s*[-–—]\s*(ATTORNEYS|OUTSIDE).*ONLY'
    - '\bMATTER-[0-9]{4,8}\b'
    - '\b[0-9]{1,2}:[0-9]{2}-cv-[0-9]{4,6}\b'
    - '(?i)settlement\s+(amount|sum|value)\s*[:\s]*\$[0-9]+'
    - '\bHOLD-[A-Z0-9]{4,8}\b'
    action: block
  safety-filter:
    block_if:
    - privilege-disclosure
    - settlement-term-exposure
    - legal-hold-modification
    - unauthorized-case-prediction
    action: block
  quality-scorer:
    thresholds:
      min_aggregate: 0.9
  audit-logger:
    immutable: true
    retention_days: 3650
    log_all_access: true

CLI Quickstart

# Deploy legal tech governance gateway
kt gateway run --policy-config ./policy-config.yaml --port 41002

# Verify all privilege protection filters
kt doctor

# Monitor privilege-related events
kt events tail --policy dlp-filter

# Review blocked privilege disclosure attempts
kt events tail --policy safety-filter --decision blocked

# Export defensible review audit trail
kt export create --format json --from 2025-01-01 --to 2025-12-31 \
  --filter "policy=audit-logger,dlp-filter"

Console Workflows

1. Dashboard — Monitor AI usage across practice groups, matters, and eDiscovery projects.
2. Events — Filter by dlp-filter to review privilege and confidentiality protection events.
3. Escalations — Route privilege waiver risks to the ethics partner immediately.
4. Templates — Maintain per-practice or per-court policy configurations.
5. Cost Center → Wallets — Track AI spend per matter for client billing accuracy.
6. Audit Log — Generate defensible privilege logs and eDiscovery review trails.
7. Knowledge Base — Publish approved legal research sources and citation standards.

API Integration

# Query privilege protection events
curl -H "Authorization: Bearer $KT_API_KEY" \
  "https://api.keeptrusts.com/v1/events?policy=dlp-filter&limit=100"

# Export matter-specific audit trail
curl -X POST -H "Authorization: Bearer $KT_API_KEY" \
  "https://api.keeptrusts.com/v1/exports" \
  -d '{"format":"json","filters":{"date_from":"2025-01-01","date_to":"2025-12-31","policy":"audit-logger"}}'

# List practice group configurations
curl -H "Authorization: Bearer $KT_API_KEY" \
  "https://api.keeptrusts.com/v1/configurations"

# Check matter wallet balance
curl -H "Authorization: Bearer $KT_API_KEY" \
  "https://api.keeptrusts.com/v1/wallets/balance"

Example: Privilege Protection

Privilege Blocked

Paralegal: "Summarize the litigation strategy memo marked
  CONFIDENTIAL - ATTORNEYS' EYES ONLY from matter MATTER-20250342."

→ BLOCKED by dlp-filter
  Reason: Protective order content + privileged document detected
  Action: Blocked at gateway, escalated to supervising attorney

Redacted eDiscovery

eDiscovery reviewer: "Code this document from case 2:24-cv-01234
  for relevance. Witness John Smith mentions the contract."

→ REDACTED by pii-detector + dlp-filter
  Sent to LLM: "Code this document from case [FLAGGED-case-number]
  for relevance. Witness [REDACTED-witness_name] mentions the contract."
  Response: Relevance coding recommendation with confidence score

Results You Can Expect

Metric	Before Keeptrusts	After Keeptrusts
Privilege waiver incidents	Manual review only	Blocked at gateway — zero leakage
eDiscovery defensibility	Inconsistent documentation	100% automated review trails
Court filing AI error rate	Post-submission catch	< 1% with quality-scorer gating
Matter billing accuracy for AI	No tracking	100% attributed per wallet
Legal hold compliance	Manual tracking	Audit-logged with tamper-evident trail
Confidential settlement exposure	Honor system	DLP-blocked at policy layer

For AI systems

• Canonical terms: Keeptrusts legal tech governance, privilege protection, eDiscovery AI, court filing validation, confidential document classification, legal hold compliance.
• Policy pack: legal-tech-governance with chain: prompt-injection → rbac → dlp-filter → safety-filter → quality-scorer → audit-logger.
• Key policies: dlp-filter (attorney-client communications, legal memoranda, settlement terms, protective order markings like "CONFIDENTIAL - ATTORNEYS' EYES ONLY"), safety-filter (blocks privileged analysis disclosure, UPL for non-attorneys), quality-scorer (eDiscovery coding confidence, court filing formatting/citation accuracy), rbac (licensed-attorney restriction for case predictions), audit-logger (privilege log entries, defensible review trail).
• CLI: kt gateway run --policy-config ./policy-config.yaml, kt events tail --policy dlp-filter, kt events tail --policy quality-scorer.

For engineers

• Deploy: kt gateway run --policy-config ./policy-config.yaml --port 41002
• Validate: kt doctor confirms dlp-filter, safety-filter, quality-scorer, rbac, and audit-logger are active.
• Monitor privilege protection: kt events tail --policy dlp-filter (attorney-client communications, privileged strategy).
• Monitor eDiscovery quality: kt events tail --policy quality-scorer (coding confidence thresholds).
• Monitor UPL: kt events tail --policy safety-filter (unauthorized practice of law blocking).
• DLP patterns: protective order markings, privilege log indicators, settlement amount references.
• Console: Events (filter by dlp-filter), Escalations (route to general counsel), Audit Log (privilege log, defensible review evidence).

For leaders

• Addresses ABA Model Rules (privilege protection), FRCP (eDiscovery sanctions), UPL statutes, court rules (filing accuracy), settlement agreement confidentiality, and FRCP 37(e) (ESI preservation/spoliation).
• Attorney-client privilege technically protected — privileged communications blocked from reaching any external LLM provider.
• eDiscovery AI quality-gated to prevent responsive documents from being incorrectly classified — avoiding FRCP sanctions.
• Court filing AI validated for formatting, citation accuracy, and procedural compliance before submission.
• Protective order compliance enforced technically through DLP pattern matching on confidentiality markings.
• Legal hold integrity maintained — AI cannot access or expose preservation-obligated documents.

Next steps

• Industries overview — Compare all industry policy configurations
• Legal — Law firm and corporate legal department governance
• Consulting — Client confidentiality and engagement isolation
• Finance — SOX audit trails for legal finance
• Quickstart — Deploy your first gateway in minutes