HENNAI Consultancy

SERVICES

What We Build

Three capability areas, one accountable team — from the first data pipeline to the audit trail that proves it works.

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CAPABILITIES

01

Workflow Automation

We build the system that does the work — extraction, retrieval, classification, routing — wired into the tools your team already runs, not a parallel process nobody maintains.

  • Extraction, classification, and routing logic built for your actual documents
  • Integrated with the systems you already run — no parallel tool to maintain
  • Designed around your real edge cases, not a clean demo dataset
02

Evaluation & Governance

Every model decision ships with the evidence behind it: confidence scores, source documents, and an audit trail that holds up when compliance asks how a call was made.

  • Confidence scores and source evidence attached to every output
  • An audit trail built for compliance review, not internal debugging
  • Evaluated against real historical cases before anything goes live
03

Human-in-the-Loop Review

Uncertain outputs route to the person accountable for the decision, with the model's reasoning attached — not a final answer and an approve button standing in for oversight.

  • Uncertain outputs routed to the person accountable for the call
  • A review interface that shows reasoning, not just a final answer
  • An escalation path defined before launch, not improvised after

MEASURABLE IMPACT

  • Cycle time measured against a real baseline, not an estimate
  • Review capacity that scales without adding headcount
  • A defensible answer when someone asks how a decision was made
  • One workflow, fully governed, before the next one starts

WHO THIS IS FOR

Teams with a governance function to satisfy

Legal, compliance, or audit sign-off is part of the rollout, not an afterthought bolted on once something breaks.

Operations leaders accountable for a number

A real cost or cycle-time target someone's name is on — not a vague efficiency goal nobody has to defend.

Organizations past the pilot

The proof of concept worked. The gap is making it survive contact with production, security review, and scale.

HOW WE WORK

Find the valueProve it safelyScale what works

The full six-week, week-by-week walkthrough of this process is in Insights → 6 Week Process.

Ready to Scope a Workflow?

Tell us what's slowing your team down. We'll tell you honestly whether it's worth automating.