Accepting new fine-tuning projects

Custom AI models, fine-tuned & verified on your data.

We take your questions and answers and turn them into a 7B–14B AI model that answers like you — in your voice, in your domain. Every model ships with a scored accuracy report, so you know it works before you deploy it.

✓ 7B–14B LoRA/QLoRA ✓ Private, on-prem training ✓ GGUF · Ollama · HuggingFace · vLLM
24–48hTypical 7B delivery
100%Models ship with an eval report
0Your data sent to public APIs
7B–14BModel sizes we fine-tune
How it works

From your data to a working model in three steps

No prompts to babysit. No API bills. A real, fine-tuned model you own.

1

Send your data

100–5,000 real Q&A pairs in your domain — JSON, CSV, or even a doc. We clean and shape it.

2

We fine-tune

A 7B or 14B model is trained on your data using LoRA/QLoRA on a dedicated 2×32GB GPU rig.

3

You get a tested model

GGUF or HuggingFace weights, a how-to-run guide, and a scored accuracy report on held-out questions.

Why ModelSmith

We ship proof, not just weights

Most fine-tuning gigs hand you a file and say "good luck." We verify it first.

Verified delivery

Every model is scored on a held-out slice of your own questions. 80%+ accuracy or we retrain — free.

Private & on-prem

Training runs on a local rig, not a public API. Your data never leaves to a third-party endpoint.

Days, not weeks

A 7B LoRA trains in under an hour of compute. Most projects deliver in 24–48 hours.

Your voice, your domain

Trained on your Q&As — not prompt-engineered. The model knows your answers.

Pricing

Simple tiers. No surprises.

One fine-tune, one delivery, one scored report. Prices in SGD.

Starter

S$299
  • 7B model (Qwen2.5-7B)
  • Up to 1,000 Q&A rows
  • GGUF + accuracy report
  • 24–48 hr turnaround
  • 1 free revision
Start a project
Most popular

Standard

S$599
  • 7B or 14B model
  • Up to 5,000 Q&A rows
  • GGUF + HuggingFace weights
  • 2–3 day turnaround
  • 1 free revision
Start a project

Pro

S$999
  • 14B QLoRA (best quality)
  • Up to 5,000 Q&A rows
  • Full eval report + 2 revisions
  • 4–5 day turnaround
  • Priority scheduling
Start a project

Need 30B, multimodal, or a custom scope? Request a quote — 30B is a pre-order until we add VRAM.

FAQ

Common questions

How is this different from a prompt template?

A prompt template instructs a generic model. A fine-tune changes the model's weights so it knows your answers natively — better accuracy, your voice, and lower prompt overhead.

What model sizes can you fine-tune?

7B and 14B today (LoRA and QLoRA). 30B+ is available on pre-order as our hardware scales. We default to Qwen2.5 but can work with Mistral, Llama, and others.

Is my data safe?

Yes. Training runs on a private, local 2×32GB GPU rig — not a public API. We delete your dataset on delivery unless you ask us to keep it.

What do I actually receive?

Model weights (GGUF and/or HuggingFace), a how-to-run guide for your runtime (Ollama, llama.cpp, vLLM), and a scored accuracy report on held-out questions.

What if it doesn't work well?

Every tier includes at least one free revision. If the held-out eval misses the 80% target, we retrain once at no cost.

How long does it take?

7B: 24–48 hours. 14B: 2–5 days. Turnaround starts when your dataset is approved.

Start

Ready to build your model?

Send your dataset and tell us the domain. We'll scope it, train it, and hand you a tested model with a report.

or find us on Fiverr · Upwork