Free Resources

Free AI Resources Library

8 production-tested resources — checklists, benchmarks, prompt patterns, cost data, vendor due-diligence. All under CC-BY-4.0. Drop your email to get the link, or use the direct download.

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AI Pre-Production Review Checklist

22 failure modes AI generators ship into production code, in 7 categories — with detection signals and mitigations.

Type: HTML · Lang: EN/HE/RU · 22 patterns
↗ Direct preview (EN)
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AI Incident Response Playbook

14 production AI incident classes with detection signals, triage actions, communication templates, root cause patterns.

Type: HTML · Lang: EN/HE/RU · 14 incident classes
↗ Direct preview (EN)
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AI ROI Benchmarks Dataset

25 anonymized AI implementation outcomes across 5 verticals. Intervention type, scope, deflection %, savings, revenue uplift, payback months. With aggregates by vertical.

Type: JSON · CC-BY-4.0 · 25 outcomes + aggregates
↗ Direct download (JSON)
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Enterprise AI Prompt Patterns Library

20 production-tested system prompts across 10 categories: scope control, citation, format, safety (injection defense), multi-turn, language, UX, RAG, tool use, compliance.

Type: JSON · CC-BY-4.0 · 20 patterns
↗ Direct download (JSON)
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AI Implementation Cost Benchmarks

Realistic cost ranges by vertical × scope (MVP / full / enterprise) in USD/EUR/ILS/RUB. Implementation, monthly operational, year-1 total. Compliance overhead %.

Type: JSON · CC-BY-4.0 · 15 cost tiers
↗ Direct download (JSON)
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AI Vendor Due-Diligence Checklist

60 vendor-evaluation questions across 8 dimensions. The architect's interpretation of typical evasive answers + verification steps to validate vendor claims independently.

Type: JSON · CC-BY-4.0 · 60 questions, 8 dimensions
↗ Direct download (JSON)
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AI Code Failure Modes Catalog

Categorized catalog of failure modes AI assistants commit silently in code — with the architect's checklist for catching each at code review.

Type: JSON · CC-BY-4.0 · 7 categories
↗ Direct download (JSON)
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AI Use Case Catalog

Enterprise AI use cases organized by industry × department. Each entry: problem, AI capability, typical ROI signal, common pitfalls.

Type: JSON · CC-BY-4.0
↗ Direct download (JSON)

CC-BY-4.0 — free for any use including commercial

All resources released under Creative Commons Attribution 4.0. You may copy, redistribute, transform and build upon the material for any purpose — including commercial — provided you give appropriate credit. Suggested citation: Slavin AI (2026). [Resource Name]. CC-BY-4.0. slavin.ai.