Custom AI model development

Custom AI models trained on your data, not the internet.

We fine-tune and deploy generative AI and machine learning models on your proprietary data, for higher accuracy, fewer hallucinations and full control over where your data lives.

See how it works
  • Project kickoff within 48 hours of your discovery call
  • Fine-tuned models that understand your domain and your workflows
  • Deploy in the cloud, on-premise or at the edge
  • AWS, Azure & Google Cloud certified engineers with PhD-level AI research

48h

from discovery call to project kickoff

1–2 wks

to a working AI prototype

30+

proprietary AI engineering accelerators

PhD

AI researchers & certified cloud engineers

The challenge

Generic AI only gets you so far

  • Off-the-shelf chatbots give wrong or made-up answers about your business
  • You can't send sensitive data to public AI APIs
  • Your machine learning proof of concept never reached production
  • You don't have the in-house AI expertise to move fast

There's a faster, lower-risk way. Here's how we deliver it.

What you get

What we build

Production-grade AI, built around your data and your constraints, not a demo that falls apart in the real world.

Fine-tuned LLMs

Models trained on your proprietary data to reduce hallucinations and improve domain accuracy.

RAG assistants & search

AI assistants that answer from your documents and knowledge base, with sources.

On-premise & edge AI

Local inference for low latency, offline operation and full data sovereignty.

Predictive machine learning

Forecasting, scoring, classification and anomaly detection on your business data.

Voice & conversational AI

Real-time voice assistants with sub-second response times.

MLOps & cloud infrastructure

Secure, compliant AI infrastructure on AWS, Azure and Google Cloud, built to scale.

How it works

From first call to production AI

  1. 01Day 1

    Discovery call

    Free. We map your use case, data and constraints, and define what success looks like.

  2. 02Within 48h

    Kickoff

    The right specialist team is assembled and your project starts, with no upfront setup fees.

  3. 03Weeks

    Build & fine-tune

    We prepare your data, train and evaluate models, and iterate with your team.

  4. 04Ongoing

    Deploy & govern

    Production deployment with monitoring, governance and continuous improvement.

Flexible ways to work, no setup fees

Bring in on-demand AI experts, a dedicated team or full project delivery, on fixed-price or time-and-materials terms.

Proven results

Real outcomes from our delivery network

Client names are kept confidential, but the numbers speak for themselves.

Voice AI

<1s

end-to-end response time

On-premise conversational voice assistant

Real-time voice AI with 100% on-premise processing: fast answers, and no customer data leaving the site.

Media & publishing

2-level

data segregation

Secure generative AI platform for a digital media group

Dual-level data segregation that prevents information leaking between user profiles.

Financial services

+50%

conversion lift

Donation widget for a leading European payments provider

Delivered a 50% increase in conversion, with 100% compliance success achieved within 3 months.

FAQ

Questions, answered

Do we need a lot of data to fine-tune a model?

Often less than you think. In discovery we assess the data you have and recommend the right approach, whether that's fine-tuning, retrieval-augmented generation (RAG), or a combination.

Can the AI run without sending data to the cloud?

Yes. We deploy models on-premise or at the edge with local inference, so sensitive data never leaves your infrastructure and the system can even work offline.

How much does a project cost?

Every project is different, so we don't guess. After a free discovery call you get a clear scope and estimate before you commit to anything. We offer fixed-price, time-and-materials and risk-free proof-of-value options, with no upfront setup fees.

How quickly can you start?

Fast. Many projects kick off within 48 hours of the discovery call, and AI agent prototypes are typically delivered in 1–2 weeks.

Who actually does the work?

Fleurant AI scopes and manages your project and matches it with the right specialist team from our vetted delivery network: AI PhD researchers, certified cloud engineers and senior full-stack developers. You keep one accountable point of contact from start to finish.

Free, no-obligation consultation

Ready to see what's possible?

Get a free, no-obligation consultation with a specialist. You'll leave with clear next steps, whether or not we work together.

  1. 1Tell us about your project (takes 2 minutes)
  2. 2A specialist reviews it and replies within 1 business day
  3. 3Get a clear plan, timeline and estimate, free
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