| What it does | Tools and algorithms for AI agents to test, fix and optimize your codebase
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| Stage | Not given
| Startup
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| Founded | Not given
| 2026
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| Based in | Not given
| GB
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| Pricing model | Free
| Freemium
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| Pricing | Vinv is free and open source under the Apache 2.0 license.
| Free assessment, report and certificate. Optional: AI Fluency Map ($19 one-time), AI Coach ($19/month after 7-day free trial), Master bundle ($49). Employer assessment credits at $10 each.
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| Key features | - Acceptance test verification before fix deployment
- One-click revert of all changes from a failed fix attempt
| - Conversational assessment format that adapts to candidate answers
- Scoring across 5 dimensions and 11 criteria
- Evidence-based scoring with quotes from conversation
- Free AI certificate verifiable on LinkedIn
- Published rubric for assessment transparency
- Role-specific assessment paths for developers, product managers, designers and data scientists
- Second model review of full transcript before results issued
- Multi-language support including voice dictation in 14 languages
- AI Fluency Index tracking population benchmarks quarterly
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| What makes it different | - Provides real runtime evidence to AI agents instead of requiring them to guess or generate test cases
- Runs completely locally with zero code changes needed to the codebase
- Proves fixes work by re-executing against acceptance tests the agent never sees
- Works with any AI coding agent without requiring new subscriptions or API keys
- Uses published scientific methods for each decision, with full math and attribution transparency
| - Conversational assessment tests actual AI usage rather than recall through quiz-style questions
- High score reliability with 98% of retakers landing in same or adjacent tier
- Completely free assessment, report and certificate with no gating or upsell required
- Anti-gaming design with separate conversation and scoring systems plus integrity checks
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 12 ▲ +2 (up) since last check | 46 ● no change since last check |
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| Trust Flow (Majestic) | 0 | 24 |
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| Citation Flow (Majestic) | 13 | 31 |
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| Referring domains (Majestic) | 39 | 239 |
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Vinv
AISA