Problem
Many companies say they have RAG because they connect a search engine to a model. But in practice, the context remains dirty, disordered, and without ownership.
The result is predictable: inconsistent answers, dubious decisions, and a false sense of control.
Thesis
RAG 2.0 is not just retrieval. It is governed context: sources, permissions, versioning, and quality criteria.
Callout — Without context governance, RAG only amplifies noise.
Framework
Three layers that turn RAG into a system:
- Fuentes gobernadas: ownership, permissions and versioning of each source.
- Contexto minimo: what the agent must know to decide confidently.
- Calidad operativa: evaluation criteria per source and per use case.
Mini‑case: a team connected 12 sources to their RAG. The answers improved in volume but not in reliability. By reducing to 4 sources with clear ownership and quality criteria, precision rose and reversions dropped.
Anti‑example: thinking that more documents = more intelligence.
Posture: RAG without governance is not an advantage. It is operational risk.
Breathing: In practice, the problem is not the model. It is the dirtiness of the context.
Protocol (3 steps)
- Define ownership de fuentes: each source has a responsible party and clear permissions.
- Fija contexto minimo: for each use case, what context is mandatory.
- Evalua calidad por fuente: if a source fails two cycles, it is corrected or removed.
| Signal | Metric | Threshold |
|---|---|---|
| Source quality | % valid answers | > 90% |
| Reversion | % decisions reverted | must fall cycle to cycle |
| Coverage | % cases with minimal context | > 95% |
Quick checklist for governed RAG
- Does each source have an owner and permissions?
- Is minimal context defined per case?
- Are quality criteria defined per source?
Related
- Context Architecture: from loose prompts to knowledge operating system
- Context Architecture: why prompt engineering doesn’t scale business
- 10 mistakes that sink AI initiatives in mid-sized companies
Next step
If your RAG today answers but doesn’t decide well, schedule a diagnosis at contact.
Translated from the Spanish original with AI assistance and reviewed for accuracy. Read the original in Spanish.