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Applied research on AI in companies.

Sourced data, your AI X-ray and a glossary.

Floor3
Sources8 studies
UpdatedNov 2026
36%

of employees with Microsoft Copilot access actually use it.

Recon Analytics, 2026
2–3×

more AI licenses than people trained to use them.

Correlation One, 2026
95%

of generative AI pilots show no measurable impact.

MIT NANDA, 2025
66%

of professionals have used an AI at work they thought was banned.

PagerDuty, 2026
~67%

success rate with an external partner; internal builds about a third of that.

MIT NANDA, 2025
41%

received AI work that looked done but wasn't: ~2h of rework each.

HBR · Stanford · BetterUp, 2025
18%

of organizations measure AI ROI.

Thomson Reuters
88%

have shared work data with a public AI.

PagerDuty, 2026

Your AI X-ray.

5 questions, 1 minute.

Live estimateR$ 0a year on idle AI

1/5Which AI tools do you pay for?

Glossary.

The terms in every AI conversation.

Agente de IA / AI agentA system that decides its next step within limits and uses tools to complete a task.
Shadow AIUse of AI not approved by the company, usually on personal accounts.
WorkslopAI-made work that looks done and pushes rework onto the recipient.
RAGAI that answers from the company's documents, citing the source.
EvalsTests that measure answer quality before and after each change.
MCPAn open standard to connect AI models to systems and data.