Models tuned to your voice, not the internet's.

Fine-tuned and prompt-tuned models that sound like you and know your domain cold.

What's included

Everything in the base build.

No upsell tiers. Every deliverable ships in the base price you sign for.

8

deliverables, zero add-ons

all in the quote you sign

Get the full scope in writing
Base build
  • Discovery workshop

    use cases ranked by ROI

  • Working prototype

    built on your own data

  • Production-grade build

    tested against edge cases

  • Human-in-the-loop option

    where accuracy matters most

  • Usage dashboards

    cost and performance visibility

  • Data privacy review

    your data stays yours

  • Documentation & handover

    prompts, configs, and docs

  • 2 weeks of tuning

    included after launch

Types we build

Pick the level of tuning you need.

Every level trades off cost, speed, and how deeply the model knows your domain.

Prompt-tuned model

Typical timeline

2–3 weeks

Typical approach

Prompt engineering

What's specific to this type

  • Fast to ship, no retraining
  • Evaluated against your test set
  • Works with any base model

How it goes

Four steps, no black box.

Scroll to step through the build

Step 01 / 04

Kickoff call

A focused call to lock the use case, data sources, and a fixed quote. No open-ended discovery retainer. You leave with a written scope before anything starts.

You get

a written scope and a fixed quote

It starts with one call.

Thirty minutes to a scope, a quote, and a fixed launch date.

Book a kickoff call

Built on

What we reach for tuning models to your domain.

OpenAI fine-tuningAnthropicHugging FacePythonWeights & Biases

Pricing

Starting prices, in the open.

Real numbers, not "contact us for pricing." Your final quote depends on scope and integrations. You'll have it in writing within 48 hours.

Prompt-tuned

from

AED 16,000

Fast, no retraining, evaluated against your own test set.

  • Prompt engineering & testing
  • Evaluation harness included
  • Works with any base model
  • Cost & latency benchmarks
  • 2–3 week delivery
Get this quote

Fine-tuned model

from

AED 40,000

Trained on your own examples, evaluated before it ships.

  • LoRA or full fine-tune
  • Trained on your own data
  • Scored on your eval set
  • Version-controlled releases
  • 4–6 week delivery
Get this quote

Custom-trained + eval pipeline

from

AED 110,000

A full training and evaluation pipeline, built to keep improving.

  • End-to-end training pipeline
  • Continuous evaluation
  • Automated regression checks
  • Priority support
  • 8–12 week delivery
Get this quote

What we can build

What tuning changes in practice.

Illustrative concepts, not real client projects, just a quick read on how we approach this.

Voice & tone match

Fine-tuned to sound like your brand, not a generic assistant.

Domain vocabulary

Understands your industry's terms and shorthand out of the box.

Eval dashboard

Every model version scored against your own test set.

Questions

Custom LLM and Fine-Tuning, answered.

No. We use your data only to build your system, on infrastructure you control. Nothing is used to train third-party models, and you can delete it on request.

You pay API usage directly (OpenAI, Anthropic, or whichever model fits), usually a few hundred dollars a month for a typical deployment. We size that with you before build, no surprise bill.

A prompt-tuned model in 2–3 weeks, a fully fine-tuned model in 4–6.

Rarely, and only when it's genuinely justified. Most projects fine-tune or prompt-tune an existing base model, it's faster, cheaper, and good enough for almost every use case we see.

We score every version against your own evaluation set before it ships, not a generic benchmark.

A clear, proven process

Fine-tuned.
Not off-the-shelf.

SFT, DPO, evals, deploy. Fixed quote in 48 hours, checkpoints staged every week until live.

The processbrief → first staging build in ~2 weeks
01Send the briefWhat you’re building, in a paragraph.5 min
02Get a fixed quoteScope, price, and date, locked.48 hrs
03Watch it take shapeA new build to staging every week.weekly
04Ship to productionLive, handed over, and supported.live
team onlineavg reply 1h 47m