Realms AI Logo Realms AI
Legal Research Agent (Services)

We design, build, and run legal research agents that raise quality and cut time.

Scope questions precisely, retrieve authoritative sources, synthesize with citations, and draft memos that pass internal review — all within your policy and data boundaries. Launch a working pilot in weeks, not months.

0–70%
Time saved / matter
0%
Citation accuracy*
0x
Research throughput
*Measured with reference checks and policy-aligned evaluation sets.
Matters/week
0
+18% w/w
Citation confidence
0%
Sources verified & linked
Avg turnaround (hrs)
0
Document DBsContract repositorieseDiscovery toolsEmail & DriveChat & WikisCustom APIs

Scoped credentials, PII controls, audit logs, and policy checks before actions.

What our legal research agent can do

Composable capabilities with guardrails, citations, and traceable outputs.

Targeted retrieval
Query scoping and source selection across internal & licensed corpora.
Synthesis with cites
Structured reasoning with pinpoint citations and quote extraction.
Citation verification
Automated reference checks; broken-link and mismatch detection.
Policy guardrails
Confidentiality, PII redaction, and usage policies enforced by design.
Draft outputs
Issue lists, memos, case comparisons, deposition outlines, and summaries.
Templates & evals
Reusable prompts, style guides, and evaluation sets to avoid regressions.

How we engage

Discovery (Week 0–1)

Define research scope(s), sources, policies, and acceptance criteria. Confirm access and success metrics.

Pilot (Weeks 2–6)

Implement retrieval & cite-check pipeline. Draft 2–3 output types with review loops and dashboards.

Operate (Ongoing)

Production SLAs, monitoring, cost/latency tuning. Expand coverage and templates.

Research monitor — last 7 days
Docs reviewed
0
+15% w/w
Cite pass rate
0%
Verified references
Avg turnaround
0h
↓ from 12.5h
Hallucination flags
0%
Flagged by eval suite
Time per stage
Speed gains from scoped retrieval, synthesis templates, and automated cite checks.
Intake scopeBefore: 40min / After: 15min
RetrievalBefore: 55min / After: 22min
SynthesisBefore: 35min / After: 14min
Cite checkBefore: 25min / After: 9min
Draft memoBefore: 60min / After: 24min
Citation confidence
0%
Verified with source links
Includes link health checks & quote match scoring.
Active research queue
93% cite-verified 3 needs review
ID
Matter
Priority
Due
Status
#LR-9821
Non-compete enforceability — CA vs TX
High
03:30
Review
#LR-9822
GDPR DPIA checklist synthesis
Med
05:10
Drafting
#LR-9823
Patent prior art scan — widgets
High
01:45
Review
#LR-9824
Vendor DPA clauses comparison
Low
08:20
Ready
#LR-9825
Case comp — implied license
Med
06:05
Drafting

Common questions

Is this a replacement for attorneys?

No. The agent accelerates research and drafting; attorneys review and make decisions. We design for human-in-the-loop at key steps.

How do you prevent hallucinations?

Grounded retrieval, cite verification, quote matching, and policy checks. Outputs include links and confidence indicators.

What about confidentiality?

Scoped credentials, PII redaction, environment segregation, and detailed audit logs. We align to your internal policies.

How fast can we pilot?

Discovery in Week 0–1; pilot in Weeks 2–6 with 2–3 output types and dashboards. Then production with SLAs.

Ready to pilot a legal research agent?

We’ll ship a working slice in weeks, not months.