Why do AI tools get your product's rules wrong?

AI tools get your product's rules wrong because they can only use what is written down. On an established product, the important rules never were: which code is no longer used, which flow applies to only one client, why something was built a certain way. Rivora Connect gives them the rules and decisions your team has confirmed, so coding agents build from what is true today.

What can't an AI coding tool see?

It can read your code. It can't tell which parts of it still matter. Common gaps on an established product:

• Code that's still there but no longer used. It looks live, so the agent builds on it.
• Flows that apply to one client. The agent sees the code path and assumes it applies to everyone.
• Rules from contracts or regulation. They shape the product, but they live in someone's head or a document the agent never sees.
• Decisions made in meetings. The reason a feature works a certain way, agreed two years ago, and never written into the code.

AI tools fill these gaps by guessing, and they guess confidently. The result looks right until someone who knows the product reads it.

Won't a bigger model or a longer context window fix it?

A bigger model reads more of what is written. The rules that matter most were never written, so there is nothing more for it to read. The fix is to write those rules down, checked by the people who know, in a place the agent reads before it starts.

Can't we keep a CLAUDE.md or Cursor rules file?

Yes, and you should: it's a good start for conventions and set-up, and our free context file builder helps you write one. For rules that differ by feature or client and change over time, see product context for AI coding agents.

How does Rivora stop the guessing?

1. It reads your code. Rivora reads your code through a GitHub App with read-only access.
2. It asks the people who know. When the code doesn't tell the whole story, Rivora raises the question. Your team answers once, and the answer is kept. When an expert says a module is no longer used, keep it as a rule, and every later feature in the product works from it.
3. It hands the agent the confirmed version. Approved work goes to coding agents such as Claude Code, Cursor and Codex, with the decisions and rules attached. Only approved parts feed the parts that follow.

Each coding agent you connect starts from the same approved plan, so nobody re-explains the feature in a new chat.

Questions

Which coding agents does Rivora work with?

Claude Code, Cursor and Codex. People connect from Claude, Cursor or Codex by signing in with Rivora. See integrations.

Does Rivora change our code?

No. Rivora reads your code through a GitHub App with read-only access. Your coding agent and your engineers build; Rivora gives them the approved plan.

Can a rule apply to one client only?

Yes. Decisions and rules know where they apply, such as one product or one client area, and the approved plan carries them with that scope.