---
title: "Blog // Field Notes, Page 12 · FoundrySoft"
description: "Engineering notes from senior practitioners on generative AI, retrieval systems, and the real work of shipping LLM-powered software to production."
image: "https://foundrysoft.co/api/og?type=page&title=Engineering+intelligent+software&st=Production-grade+software+and+AI+systems+for+teams+who+need+more+than+another+demo."
url: "https://foundrysoft.co/blog/page/12"
---

Field notes · 224 articles

# Notes from the foundry

Practical notes on AI, business software, and the decisions behind a production build.

## More field notes

AI, software, and business

[

Insights // Production

## The AI Readiness Checklist Before You Ship to Customers

A pre-launch checklist for AI features: evals, guardrails, cost controls, monitoring, fallbacks, and the failure modes that embarrass you in production.

3 Apr 2026 9 min read Read article

](https://foundrysoft.co/blog/ai-readiness-checklist-before-shipping)

[

Insights // Product

## How to Scope an AI MVP That Won't Get Thrown Away

Most AI MVPs die because they were scoped wrong, not built wrong. A founder's guide to picking the first use case, setting a quality bar, and avoiding the demo trap.

27 Mar 2026 9 min read Read article

](https://foundrysoft.co/blog/scope-an-ai-mvp-that-wont-be-thrown-away)

[

Insights // Planning

## Estimating Timeline and Budget for an AI Build

Why AI projects blow past estimates, and a framework for scoping timeline and budget that accounts for evals, data work, and the iteration AI actually needs.

20 Mar 2026 9 min read Read article

](https://foundrysoft.co/blog/estimating-timeline-and-budget-for-ai-build)

[

Insights // Evals

## Measuring AI Quality: Evals Your Board Will Trust

How to measure AI feature quality in numbers leadership can act on, covering what to measure, how to avoid vanity metrics, and how to report quality over time.

13 Mar 2026 9 min read Read article

](https://foundrysoft.co/blog/measuring-ai-quality-evals-your-board-trusts)

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