Fit before fashion.
A fine-tuned model isn’t the answer to every problem. We compare it with existing models, retrieval, and conventional software before deciding what to build.
We care about whathappens after the demo.
The edge cases. The integration. The person trying to get something done. That is where useful AI is built, and it is the part we are good at.
- Products we run
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- Mobile apps on the stores
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- Web platforms
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- Engineering notes published
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Our point of view
Intelligence earns its placeby making the work better.
NFT Atoms is the company behind a growing collection of apps and web platforms. We bring that product-building perspective to business-specific AI: language models adapted to a task, and workflows that connect intelligence to action.
Our focus is LLM fine-tuning and agentic workflows, supported by speech AI, deployment, and inference engineering. The architecture follows the problem. We start by asking what needs to work, how we can test it, and what it will take to operate it.
How we approach the work
What we do ↗Clear thinking.Working software.
Evidence at every step.
Representative tasks, explicit criteria, and inspectable deliverables give a project direction. A convincing demo is the start of a conversation about quality.
Operation is part of the build.
Permissions, human handoffs, monitoring, and recovery belong in the system from the beginning. They shape how it can be trusted and improved.
Clarity about control.
We agree on data handling, deployment responsibilities, and handover. Code and model usage rights depend on the engagement and applicable third-party licences.
Our other proving ground
We’re productbuilders, too.
WeddingBestie, MyDate, Breathr, Pillpal and Habit Builder each solve a different everyday problem, and we run all of them. Building and maintaining our own products keeps us honest about what shipping software takes.
Policy Simulator is an R&D exploration. Across the portfolio we say plainly what each product does and where it stands.
Get in touch
Tell us aboutthe work.
A workflow that takes too long, a model that keeps missing, a product that needs its next version. Write to us and we reply within a working day.
Discuss your use case ↗hello@nftatoms.com