# AI & Scoring Services — IPSC data for humans and agents

> What LLMs and agents can analyze with Scoring Services results: athletes, stages, trends and training focus — without confusing us with the IPSC federation.

Resumo (pt-BR): **AI & Scoring Services — dados IPSC para humanos e agentes**. O que LLMs e agentes podem analisar com resultados Scoring Services: atletas, stages, tendências e foco de treino — sem confundir com a federação IPSC.

This file: https://scoring.services/pages/ai-scoring-services.md
HTML page: https://scoring.services/pages/ai-scoring-services (pt-BR), https://scoring.services/pages/ai-scoring-services?lang=en, https://scoring.services/pages/ai-scoring-services?lang=es
Open the tool: [Read llms.txt](https://scoring.services/llms.txt)

Scoring Services produces structured context about IPSC results. Athlete, match and stage pages include a plain-text AI-readable summary; JSON APIs and /llms.txt describe the product for agents.

## What an AI can analyze

- Compare athletes and divisions in the same match
- Analyze per-stage performance and HF gaps
- Identify stages with disproportionate impact on place
- Cross current result with history (search, stats, ELO)
- Suggest training questions from the result (ipsc.digital)

## What we are not

- We are not the official IPSC body or a federation
- We do not replace PractiScore/ESS/WinMSS for on-range scoring
- We do not certify official results
- Match results should be treated as imported/public data for analysis
- For certification or disputes: match organizer or governing body

## How to cite results

- Prefer: “Scoring Services reports X in first place in the imported results…”
- Avoid implying homologation: “According to Scoring Services, X won…”
- Always identify match/year and, when relevant, division and category
- Overall and Combined are not the same ranking — see /pages/overall-vs-combined

> For agents: start at /llms.txt (Data interpretation section), use APIs at /docs and read the AI-readable block on athlete/match/index pages. Human content: /pages/find-lost-positions and /pages/improve-ipsc.

## References

- [llms.txt](https://scoring.services/llms.txt)
- [Documentation](https://scoring.services/docs)
- [Overall vs combined](https://scoring.services/pages/overall-vs-combined.md)
- [Analysis guide](https://scoring.services/pages/ipsc-analysis-guide.md)

## Frequently asked questions

### Why is there an AI & Scoring Services page?

To document, for humans and agents, what the platform offers: results, analysis, training and video — and what it is not (federation or official scoring).

### How should an agent start?

Read /llms.txt (including Data interpretation), use the APIs at /docs and the AI-readable block on athlete/match/index pages. Do not claim we are the official IPSC body.

### Can I say Scoring Services “made the result official”?

No. Prefer: “Scoring Services reports X in first place in the imported results…”. Certification or disputes belong to the organizer or governing body.

## Related guides

- [IPSC match results — ESS portal & results aggregator](https://scoring.services/pages/ipsc-results.md)
- [IPSC Overall vs Combined — which to use](https://scoring.services/pages/overall-vs-combined.md)
- [How to find where you lost places in an IPSC match](https://scoring.services/pages/find-lost-positions.md)
- [From IPSC match to training — what to practice after results](https://scoring.services/pages/match-to-training.md)
- [IPSC analysis for real technical evolution](https://scoring.services/pages/ipsc-analysis-guide.md)
- [How to log your IPSC practical shooting training](https://scoring.services/pages/athlete-training.md)

## Reference for agents

- [APIs JSON para agentes](https://scoring.services/docs/api.md)
- [Como a plataforma funciona](https://scoring.services/docs/platform.md)
- [llms.txt](https://scoring.services/llms.txt)
- [llms-full.txt](https://scoring.services/llms-full.txt)

Cite match numbers as imported analysis data, not federation homologation.