Solutions

From a single workshop to a fully private deployment.

Behind FIM's products is an engineering team that has shipped projects across government, healthcare, academia, and enterprise. Beyond the products, we offer two services: custom solutions, and corporate AI training.

Custom Solutions

AI built into your actual workflows

Full delivery from needs assessment to private deployment. We don't sell a generic platform — we build against your data, systems, and compliance requirements.

Private model deployment and selection (incl. air-gapped / de-sensitized environments)
RAG, knowledge graphs, and domain-specific Q&A
Agent development and workflow orchestration (built on FIM One)
Contract and document intelligence (built on Zico)
Integration with existing systems (Feishu, OA, business databases)

Talk about your scenario See what we've delivered

Corporate AI Training · Workshops

Get your team on the same page first

Billed per day, no purchase commitment. We show leadership what AI can and cannot do, and get business and engineering teams hands-on with workflows that actually work.

Leadership half-day: the state of AI, its limits, and investment decisions
Business teams, one day: prompting, workflows, and live scenario practice
Engineering teams, one to two days: RAG and agent engineering in practice

Many custom projects start with a workshop — align the understanding first, then decide what to build.

Book a workshop

Every engagement starts with a free conversation

Initial conversation

30–60 minutes, free. We listen to your scenario and tell you honestly whether AI is a fit.

Proposal & quote

Clear scope, timeline, and acceptance criteria — what we will and won't do, in writing.

Workshop or PoC first

Validate the value at low cost before committing to full delivery.

Delivery & support

Private deployment, documentation handover, and ongoing maintenance.

Start with what we've made public

We turned part of our technical groundwork into free, public learning material — the most direct way to judge whether a team actually knows its craft.

Build GPT-2 from Scratch

A Mandarin course that rebuilds GPT-2 end to end — from tokenization to training — one step at a time.

Free · Course

Linear Algebra → Attention

Interactive visualizations that walk from linear algebra all the way to the Transformer attention mechanism.

Free · Visualization

Have a scenario in mind, or want to start with a workshop?

It starts with a free 30-minute conversation — reach out directly.