Independent AI research and products
Incbury is an independent AI research and product company. We train Atom, our own family of language models, and build Incbury Chat, Incbury Code and the Incbury API on it. We publish what we measure, including where Atom falls short.
Incbury Chat is free to start · No card required
Latest
Products
Every product runs on the same model. Pick the one that fits how you work.
For everyday work
An assistant for writing, analysis and questions, with adjustable reasoning, web search with citations, projects and files.
For developers
A coding agent for your desktop, terminal or editor. It reads your project, proposes changes for you to approve and runs your tests.
For builders
Atom through an OpenAI-compatible chat completions API, with streaming, tool calls and pay-as-you-go credits.
Meet Atom
We pretrain and post-train Atom ourselves and serve it on servers we operate. It is a small model that improves release by release, and each release is measured on public benchmarks and on our own development set.
Research
Our research is about making a small, independently trained model genuinely useful. These are open questions, not results.
01
Do gains from targeted data hold up on held-out tasks?
02
Does preference training help once tool calls are executed during sampling?
03
How do we train a small model to ask the one question that matters?
In practice
Three answers from Atom v1.2 to prompts in our development set, copied exactly as the model wrote them.
Prompt
Turn this into a table with columns Item, Qty, Price: two coffees at 3.20, one croissant at 2.10, three waters at 1.00.
Atom's answer
| Item | Qty | Price |
|------------|-----|-------|
| Coffee | 2 | 3.20 |
| Croissant | 1 | 2.10 |
| Water | 3 | 1.00 |The table is correct and complete.
Prompt
Write a SQL query to get the 5 most recent orders from an orders table with columns id, customer_id, created_at.
Atom's answer
```sql
SELECT id, customer_id, created_at
FROM orders
ORDER BY created_at DESC
LIMIT 5;
```
_Web search didn't turn up anything useful, so this is from my own knowledge._The query is right, but Atom ran a web search it did not need and added a note about it.
Prompt
Book me a table for tonight.
Atom's answer
Which type of table do you need?Asking was right, but the question is too vague. It should ask which restaurant, what time and for how many people.
Outputs from Atom v1.2 (checkpoint probe6c) in Incbury Chat, Instant mode, recorded during a development-set run. Prompts and answers are in English. The development set guides our training, so it is not a held-out test.
Build with Incbury
The Incbury API uses the OpenAI chat completions format, so existing SDKs work once you change the base URL and key.
curl https://api.incbury.co.uk/v1/chat/completions \
-H "Authorization: Bearer $INCBURY_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "atom",
"messages": [{"role": "user", "content": "Summarise the water cycle in two sentences."}],
"reasoning_effort": "none"
}'Create a key on the developer platform, add credits and call the model atom. Usage is billed per token from prepaid credits.
API overview, limits and pricingOpen the developer platformCompany
We train our own model rather than resell someone else's, and we decide what to build and what to publish. That makes us slower in places, and accountable for every part of what we ship.
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