Code and Trust

“Custom software development and AI implementation company serving enterprise operations and tech founders.”

Products & services

Questions & answers

What does a fixed-price build include?

“A fixed-price build includes a written scope document, the build, testing, and deployment, with the price and milestones agreed in writing. The 90-minute AI workflow audit is complimentary when it is bundled with a larger build and available as a paid one-off on its own. Post-launch support and maintenance are scoped per engagement.”

What is an agent factory?

“An agent factory is a repeatable system for producing AI agents. Instead of building each agent from scratch, it reuses shared components (model access, tools and integrations, data access, and guardrails), tests every agent the same way before release, and deploys, monitors, and governs them under one set of rules.”

How long does AI implementation take?

“Usually 2 to 4 weeks for quick implementations, and longer, up to months, depending on complexity. The work runs in order: workflow audit and ROI mapping, architecture and a fixed-price proposal, build and integration, then testing and production deploy.”

What if the AI makes mistakes?

“We build human-in-the-loop review steps for any decision with significant downstream consequences: approvals, financial transactions, medical routing. All models are evaluated against your actual data before go-live, with accuracy thresholds agreed upfront. If the model doesn't hit the threshold, we don't deploy.”

Why build on Claude rather than another model?

“Because it suits your task, not by default. Claude is a strong candidate for long documents and careful instruction following. When the engagement calls for it, candidate models are scored on your own examples before the choice is made, and keeping the model behind one interface lets it change later without a rewrite.”

How do you stop Claude from making things up?

“By not asking it to work from memory: give it the source material through retrieval or the request itself, ask for citations back to that material, and validate structured output in code. An answer that fails validation, has no supporting passage, or disagrees with your records goes to a reviewer.”

Data formats & record details

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Entity ID
urn:readyscan:entity:code-and-trust-q140045848
Material fingerprint
fnv1a64:543358e335fac3bd
Entity revision
fnv1a64:fd5a7b9b7572dfc8
Published
2026-10-25
Modified
2026-10-25
Source summary
Code and Trust: “Custom software development and AI implementation company serving enterprise operations and tech founders.”