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QWED-Finance generates cryptographic proof of every verification for regulatory compliance.
“If an AI makes a mistake, the algorithm isn’t sued—the bank is. Your input_hash and signature provide Non-Repudiation.”

Verification receipts

Every verification generates a tamper-proof receipt:

Receipt fields

Cryptographic signature


Audit log

Aggregate receipts for regulatory reporting:

Query failed verifications


Regulatory alignment


Adversarial defense

We test against “jailbroken” LLMs:

Test suites


For compliance officers

When a regulator asks: “How do you verify AI decisions?” Show them:
  1. Input Hash — Proof of what the LLM said
  2. Timestamp — When verification occurred
  3. Engine Signature — Which solver verified (Z3/SymPy)
  4. Proof Steps — Symbolic derivation of truth
  5. Receipt Signature — Tamper-proof integrity


:::info GitHub Repository Source code and adversarial tests: github.com/QWED-AI/qwed-finance :::