Industry use cases

From business material to reviewable results

These examples show how agents organize inputs, divide work, preserve evidence, and deliver results people can review. Suitability and outcomes depend on source quality, configuration, and human acceptance.

Three questions to ask of each workflow

Where do inputs come from?

Record the sources and versions of drawings, records, standards, templates, and business material.

Can the result be checked?

Tie findings to original material, locations, citations, or rules, and keep exceptions open for review.

Who signs off?

Qualified professionals review and sign off on engineering, occupational health, and inspection results.

Use case directory

Multi-Agent

AI Bid Writing

Multiple agents decompose tender documents, auto-plan outlines, write chapters in parallel, run risk reviews, and format output. Weeks compressed to hours.

Read the full practice:AI Bid Writing
Drawing Assets + Design Review

Engineering Drawing Parsing & Design Review

Turn multi-page P&IDs into structured facts tied to page, coordinates, and revision. Extract equipment, lines, instruments, topology, and loops; once baselines are frozen, produce traceable findings for engineer review and sign-off.

Read the full practice:Engineering Drawing Parsing & Design Review
Report Generation + Data Review

Inspection Report Generation & Review

Read radiation and environmental test records, standards, and templates to assist occupational hazard reporting. Check limits, units, citations, conclusions, and consistency, with every exception traceable to source evidence.

Evidence Grading + Traceable Q&A

Medical Literature Evidence Knowledge Base

Collect literature through authorized academic platforms, parse full text, and apply configurable GRADE-based scoring across source, author, and content. Supports translated summaries, semantic search, traceable citations, and report generation.

Policy Analysis + Data Insights

Power Trading Agent

Helps traders understand power trading policies, break down monthly reports and cross-platform data. Consolidates scattered information for informed trading decisions.

Compliance + Risk

Contract Review Agent

Clause-by-clause contract review, identifying risks and missing items. Cross-references regulations and company templates, outputs structured audit reports.

Governance

SOE Compliance Audit

Automated compliance checking against state-owned enterprise standards — policies, procedures, and reports reviewed with remediation suggestions.

Natural Language Teaching

Official Document Writer

Draft notices, requests, and reports following official formatting standards. Learns your organization's writing style over time.

* Engineering design, occupational health, and inspection results require review and sign-off by appropriately qualified professionals.

Explore multi-agent work and governance →