Bot Gym turns your sources into a transparent Workstation where you can see — claim by claim — what the evidence actually says about a question you care about. More worried about “Public Health” than “Law and Order”? Change the balance of concerns and watch the verdict move.
Standard RAG pipelines chunk your documents, embed them into a vector store, and retrieve the closest match. It works — until your sources disagree, your data quality varies, or your user asks a question with no clean answer.
Three things that separate a bot you can trust from one that just sounds good. This is what Bot Gym builds into your bot's brain.
Not all sources are created equal. Bot Gym scores every source on design, recency, and rigor before it touches your bot's brain. So when your bot cites something, it can tell you why it trusts that source over another.
Some questions don't have one clean answer. Instead of flattening a messy topic into a single take, your bot maps out the different positions so it can walk a user through the real landscape — not just whoever uploaded the last PDF.
When two credible sources say different things, most bots just pick one and sound confident. Yours flags the conflict, shows both sides, and lets the user decide. No silent overwriting, no false certainty.
We fed a bot 4 sources spanning ethics, public health, law enforcement, and policy advocacy. With every lens equally weighted, the verdict reads BALANCED — the evidence really is mixed. But the question isn't neutral. Which concerns matter more to YOU? Drag the lens weights and the verdict recomputes in front of you.
Weight the public-health lens up. Overdose risk, addiction, disease transmission start to dominate. The verdict tilts toward NO.
Every lens at equal weight. Ethics, public health, law enforcement, and policy advocacy each get one vote. Genuine ambivalence.
Weight the law-enforcement lens up. Black-market harms, prison overcrowding, and decriminalization arguments rise. The verdict tilts toward YES.
Your bot's knowledge isn't flat — it's a graph of concepts, entities, facts, and the tensions between them. Browse it visually with the interactive D3 knowledge graph built into every bot dashboard.
Nodes are color-coded by type. Edges carry relationship labels and confidence. Click any node to read the full wiki page and trace it back to the original source.
Your knowledge base is a folder of Markdown files and a graph.json. If you leave, you take the intelligence with you.
Every wiki page is a Markdown file with YAML frontmatter. The graph is a JSON adjacency list. No proprietary formats, no database dumps.
Export your bot's brain as a zip. Drop the files into Claude Projects, a ChatGPT custom GPT, or your own local stack. Your knowledge, your choice.
Add an OpenRouter key on the Free tier and we don't sit between you and your model — you pay OpenRouter directly for ingest + chat. We build the knowledge layer on top.
├── wiki/ │ ├── graph.json ← knowledge graph │ ├── concepts/ │ │ └── transformer_architecture.md │ ├── entities/ │ │ └── geoffrey_hinton.md │ ├── facts/ │ │ └── gpt4_release_date.md │ ├── positions/ │ │ └── intermittent_fasting.md ← contested │ └── connections/ │ └── attention_is_all_you_need.md ├── system_prompt.md ← portable brain file └── metadata.json
Free gets you the full Critique Layer if you bring your own OpenRouter key. Pay-as-you-go hands us the model bill in one transparent chunk. Managed Residency hosts everything for you. No lock-in on any plan.
Bring an OpenRouter key and we don't sit in the middle. You get the full Critique Layer, deploy scripts, and a 100 MB soft cap on uploads.
Upload your sources, we estimate the cost, you pay once. We run the ingest and seed a $5 chat budget. Top up or switch to BYOK when it runs out.
Fully hosted chat + D3 dashboard. Zero setup. Eject anytime with your full brain + migration kit.
Need a custom integration or a bigger upload cap? Let's talk.
Build one that knows what it knows, says so when it's not sure, and traces every answer back to a source you can read. Free to start.
Build a Smarter Bot