AI Reliability Sprint · Microfinance: Make your microfinance AI safe enough to launch.

We fix what your Review found, put guardrails around your microfinance AI, and test it on incomplete applications, mismatched records and API outages.

  • $4,500 sprint
  • About 10 business days
  • After a Topiax Review

Microfinance focus: Loan decisions you can explain and review

Microfinance release readiness

Decision: conditional

  • Eval suite
  • Failure handling
  • Guardrails
  • Recovery path

Representative preview · your record is built from your own app

For microfinance teams

What the Sprint tests for microfinance teams.

Loan teams spend too much time reconciling records and assessing risk across systems that do not talk to each other.

Where it applies

Loan origination or servicing features with real example cases and clear pass criteria.

What the tests use

  • Anonymised past applications
  • Traces of the AI's lookups and tool calls
  • Officer review and exception queues

What must pass

  • Data extraction and record matching are measured for accuracy
  • Policy answers are tested against current approved documents
  • The app recovers safely when KYC, payment, or lending APIs fail

What it does not cover

The Sprint does not replace credit governance, fair-lending review, or ongoing portfolio monitoring. It reduces the operational risks your Review found.

See the full AI Reliability Sprint scope and price

What changes in the sprint

  • BeforeCritical and High findings sit in a report

    AfterFixed for you, reviewed, then re-tested

  • BeforeNothing limits what your AI feature does

    AfterGuardrails: limits on what the AI accepts, answers and spends

  • Before“It seems better after the prompt change.”

    AfterAn eval suite: automated tests that re-check the AI on every change

Questions

Before you start.

What does the AI Reliability Sprint cover for microfinance teams?

For microfinance teams, the Sprint fixes what your Review found and tests the AI on hard cases: incomplete applications, mismatched records, poor scans, mixed languages, and outages. You see when it proceeds, asks a question, or stops for an officer.

What should microfinance teams check before launch?

Before launch, check three things: data extraction and record matching are measured for accuracy; policy answers are tested against current approved documents; and the app recovers safely when KYC, payment, or lending APIs fail.

What does the AI Reliability Sprint not cover for microfinance teams?

The Sprint does not replace credit governance, fair-lending review, or ongoing portfolio monitoring. It reduces the operational risks your Review found.

What does the AI Reliability Sprint cost, and what does it need?

The AI Reliability Sprint costs $4,500, fixed, and takes about 10 business days. It needs a Topiax Launch Readiness Review from the last 60 days, because the Review's findings decide what gets fixed. Reliability Continuity afterwards is optional, at $1,500 per month.

Does the AI Reliability Sprint build LLM and RAG evaluation test sets?

Yes, the AI Reliability Sprint sets up an eval suite: automated tests that re-check the AI on every change. For microfinance teams, the test cases usually start from anonymised past applications.

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