# Using deterministic systems and provenance to make AI-generated financial analysis verifiable

DevFeed: [Using deterministic systems and provenance to make AI-generated financial analysis verifiable](<https://devfeed.tech/articles/this-shit-is-hard-getting-ai-to-prove-where-a-number-came-from-13279.md>)

Original publisher: [Read original article](<https://www.chainguard.dev/unchained/this-shit-is-hard-getting-ai-to-prove-where-a-number-came-from>)

Published: 2026-08-25T00:00:00Z

Content type: article

Language: en

Sources: [Chainguard: Unchained](<https://devfeed.tech/sources/chainguard-unchained.md>)

Topics: [Trustworthy AI](<https://devfeed.tech/topics/trustworthy-ai.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [AI Platform](<https://devfeed.tech/topics/ai-platform.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [Code](<https://devfeed.tech/topics/code.md>), [Finance](<https://devfeed.tech/topics/finance.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-platform](<https://devfeed.tech/tags/ai-platform.md>), [financial](<https://devfeed.tech/tags/financial.md>), [models](<https://devfeed.tech/tags/models.md>), [provenance](<https://devfeed.tech/tags/provenance.md>), [trustworthy-ai](<https://devfeed.tech/tags/trustworthy-ai.md>), [verification](<https://devfeed.tech/tags/verification.md>)

## AI overview

Kepler describes a model-agnostic approach to trustworthy AI that combines language models with deterministic tools for retrieval, computation, provenance, and traceability. The article focuses on making financial analysis outputs verifiable by linking numbers to their sources, formulas, or computations.

## Source excerpt

Trustworthy AI takes more than a powerful model. See how Kepler uses deterministic systems and provenance to make financial analysis verifiable.