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Real stories from the LLM deployment trenches

The only newsletter dedicated to how companies actually ship LLMs to production. Case studies, builder profiles, and lessons learned — not hype.

Every issue, delivered

A repeatable format designed for busy engineering leaders and practitioners

Implementation Spotlight

Deep-dive case study on a real LLM deployment. The company, the problem, the architecture, the results, and what they'd do differently.

Builder Profile

Interview with an ML engineer, CTO, or team lead who's actually shipping LLMs. Real people, real challenges, real solutions.

Market Signal

Curated industry news with sharp analysis. Not just links — what each development actually means for your team's next move.

Pattern of the Issue

One practical implementation pattern you can use Monday morning. RAG architectures, eval frameworks, prompt management, cost optimization.

The Takeaway

One sharp insight or prediction. The thing you'll quote in your next architecture review or board presentation.

$37B

Enterprise spend on generative AI in 2025

76%

Of AI use cases bought, not built

3.2×

Growth on 2024’s $11.5B

Source: Menlo Ventures, 2025: The State of Generative AI in the Enterprise (9 December 2025). Spend excludes chips, model serving and AI features built into existing software.

Why this newsletter exists

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The gap is real

Every AI newsletter covers research and news. Nobody covers how companies actually deploy LLMs — the messy, real, instructive stories from production.

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Written by a builder, not a reporter

This newsletter is written by someone who architects and deploys LLM systems professionally. The analysis comes from hands-on experience, not press releases.

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Signal over noise

One issue a week, each one worth your time. No filler, no daily news spam. Five focused sections, each one actionable.

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Enterprise-grade perspective

Compliance, cost, latency, team adoption — the real concerns of enterprise deployment. Not toy demos or weekend projects.

In issue 1

What the first EnterpriseLLM.ai issue covers. Every fact in it links to its source.

Issue #1

The agents nobody meant to build

Implementation Spotlight — “Monitoring stayed green”: how a mismatched release took an AWS sales agent’s pass rate from 78% to 38%, and the testing it built in response

Market Signal — Agents employees build without meaning to, agents that treat “access denied” as a puzzle, agent passports, and Copilot without a Microsoft 365 licence

Pattern of the Issue — The agent register: an owner, an identity, a scope, a test and an off switch for every agent

The Takeaway — Why the hard part of enterprise agents isn’t the model any more

Sister Publication

SecureLLM.ai

Deploying LLMs? You need to secure them too. Our sister newsletter covers LLM security threats, compliance, red-teaming, and defensive tooling.

Explore SecureLLM.ai →

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