Articles, guides and field reports on AI agents

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Company AI policy: many policies date back to early 2023 and never caught up with the AI tool rolled out since
Guidecharte-iaconformite

Company AI policy: write it, then check real usage

An unchecked AI policy stays an intention. What it changes in how your teams use AI, and how to check each rule against what really happens.

Geoffrey Harrazi
9 min
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GitHub Copilot pricing: a bill multiplied by ten with usage-based billing, every request paid at the chosen model's rate
Guidecouts-ialicences-ia

GitHub Copilot pricing: what usage changes on the bill

GitHub Copilot's price stays per seat, but every request is paid at the model's rate. The settings to check, and how to reopen where usage pays off.

Geoffrey Harrazi
7 min
EN
Copilot usage report: for Microsoft, a single action in the month makes a Copilot licence active
Guidelicences-iacopilot

Copilot usage report: active does not mean used

One prompt in a month makes a Copilot licence count as active. What the usage report leaves out, and three checks to run before you renew.

Geoffrey Harrazi
8 min
EN
AI automation: 95% of companies with more than 200 employees have launched an AI project, versus 47% of French SMEs
Guideautomatisation-iaagents-ia

AI automation: from no-code to autonomous agents, a practical guide

Where no-code ends and the autonomous AI agent begins: the criteria for switching, concrete use cases, implementation steps and guardrails.

Geoffrey Harrazi
12 min
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Gartner expects more than 40% of agentic AI projects to be abandoned by the end of 2027, over runaway costs and unclear value.
Guideautomatisation-workflowagents-ia

Workflow automation: a 5-step method and the shift to AI agents

How to scope workflow automation: a 5-step method, rules-based tools compared with autonomous AI agents, and use cases by business function.

Geoffrey Harrazi
13 min
EN
A migration estimated at 231 person-days was delivered in 13 days with Claude Code, according to Salesforce Engineering.
Guideclaude-codeagents-ia

Claude Code and agentic coding: how it works, MCP and best practices

Understand agentic coding with Claude Code: the execution loop, the CLAUDE.md file, MCP and best practices for rolling it out in the enterprise.

Geoffrey Harrazi
9 min
EN
Over 4,500 judgements, Jev backed by an LLM judge was more accurate than the LLM alone, at 38% of its cost.
Comparisonllm-as-a-judgeevaluation-ia

Jev vs LLM-as-a-judge: we measured 4,500 judgements

Can Jev, TypeSafe's decision model, replace an LLM to evaluate your AI agents? We measured it on RM-Bench: accuracy, bias, calibration, cost.

Geoffrey Harrazi
7 min
EN
At the end of 2025, 55% of French SMEs said they used generative AI, but only 17% used it regularly.
Guidedust-iaagents-ia

Dust AI: what reviews miss about how it is actually used

Dust AI explained: features, use cases by team, pricing model and the one usage signal that published reviews almost always ignore.

Geoffrey Harrazi
11 min
EN
More than 90% of Claude Cowork usage has nothing to do with software development, according to figures shared by Anthropic.
Guideclaude-coworkagents-ia

Claude Cowork: capabilities, limits and how to manage it in the enterprise

Where Claude Cowork fits in your AI estate: what it can do, where it falls short and what to measure before you roll it out across a team.

Geoffrey Harrazi
16 min

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