Skip to content
Shonin
Live

Agent Reliability Audit

Before your agent touches customers or money: consistency, robustness, calibration and safety, measured.

The split

LLM writes
Generates adversarial variants and writes the report
System One decides
Grades each trace: correct, consistent, safe, calibrated
Code executes
Runs the harness, repeats, simulates outages, computes metrics

Engine

A harness modelled on Princeton's agent-reliability work: repeated runs, reworded prompts, simulated tool outages, prompt-injection suites, leak and destructive-action checks. The brain grades every trace.

Rulebook

What correct means here, and the mistakes we've already caught. It grows one job at a time.

  1. R01Every finding is reproducible from a saved trace.
  2. R02Calibration is measured: does 0.9 confidence mean right nine times in ten?
  3. R03Every automated decision can be explained and contested, as regulators are starting to require.
  4. R04Destructive and money-moving actions are tested in a sandbox only.

Intake

  • Sandbox access to the agent
  • The workflow and what can go wrong
  • Real or synthetic test cases
  • Rules that apply: NDPA and CBN circulars, Ghana's data protection drafts, the EU AI Act, FCA or RBI guidance
UNIT
One agent workflow audited
REVIEW LAYER
A senior engineer signs every report.
DELIVERY
Scores per dimension, failing traces, fixes, and a re-test after you fix them.
TURNAROUND
5–10 working days

How we find buyers

  • Fintechs facing the CBN's automated AML requirement
  • Startups selling agents to banks and telcos
  • Regulatory sandboxes and innovation hubs

More like this

LiveService

Agent-Ready Website

Your website upgraded so customers and AI assistants can both get answers and buy.

UNIT
One website upgraded (up to 10 pages) plus a concierge trained on your business
PRICE
From $200 + $25/month care
5 working daysOpen
LiveService

Agent Readiness Audit

Every workflow in your business split into what AI writes, what it decides and what code does, with the savings.

UNIT
One audit report covering up to 12 workflows
PRICE
$490 per audit (SMEs: ₦150,000)
First job freeOpen
BetaService

Company Brain

An AI teammate in your Slack or WhatsApp groups that remembers decisions, answers questions, and knows when to stay quiet.

UNIT
One deployed brain for one organization, plus monthly care
PRICE
$3,500 setup + $900/month care
7 days to first answersOpen