Audit-Ready ESG Benchmarking Pipelines
We design around your existing delivery model, then implement a source-grounded pipeline that reduces analyst hours while preserving review control and audit traceability.
Live audit pipeline architecture
Every stage is observable, source-grounded, and reversible. Watch evidence move from ingestion to analyst sign-off in real time.
Evidence Capture
Multi-source ingestion with structure-preserving extraction.
Rubric Scoring
LLM grading anchored to your custom scoring rubric.
Quote Verification
Source-match gating with confidence thresholds.
Analyst Sign-off
Human-in-the-loop review with full audit trail.
What flows between each stage
Every hand-off is a typed contract: structured, source-grounded, and reviewable. No black-box transitions between stages.
Structured evidence chunks
Page-anchored quotes, source links, and structural metadata extracted per claim.
Scored claim contracts
Score, rationale, and confidence returned as a typed JSON object per rubric criterion.
Verified verdicts
Quote-match and threshold gates allow or block propagation downstream, no silent failures.
Approved outputs
Analyst sign-off on flagged cases, full audit trail retained, then deterministic export.
How the delivery engagement works
Workflow diagnostic
We map your delivery workflow, bottlenecks, and review constraints before defining scope.
Automation blueprint
We define stage-by-stage automation boundaries, controls, and expected output contracts.
Pipeline build
We implement a source-grounded, auditable pipeline aligned to your rubric and delivery model.
Validation and rollout
Your team validates real cases, reviews flagged outputs, and we calibrate confidence gates.
Workflow diagnostic agenda (30 min)
- Current delivery bottlenecks and review risks (10 min)
- Best-fit architecture pattern for your workflow (10 min)
- Practical scope, timeline, and implementation path (10 min)
You leave with a concrete automation blueprint, whether or not we proceed together.
Book your workflow diagnostic
Pick a time below to map your workflow and identify the highest-impact automation opportunities.