From Idea to
Fine-Tuned Model
in 48 Hours.
We take your dataset, clean it, fine-tune a specialized model, and deploy a private API endpoint for you to test. No month-long contracts. Just results.
or waived with retainer
Everything you need to evaluate
Data Preparation
We clean, format, and structure your dataset for optimal fine-tuning results.
Custom Fine-tuning
Your specialized model trained on Llama 3, Mistral, or similar open-source base.
Private API Endpoint
A dedicated, secure API endpoint for immediate testing and integration.
Integration Guide
Complete documentation and code samples for your tech stack.
The Process
48 hours from data to deployment
Submit Dataset
Share your training data via secure upload
We Clean & Prepare
Data formatting, deduplication, quality filtering
Fine-tune Model
Training on your specific use case
Deploy & Test
Private endpoint ready for evaluation
Why a 48-hour sprint?
Remove Procurement Friction
No SOWs, no NDAs, no month-long negotiations. Get tangible results to show stakeholders before committing to a larger engagement.
Prove the Concept
Test on your actual data. See latency, quality, and cost metrics before building production infrastructure.
Applied to Retainer
If you proceed with a full engagement, the sprint fee is credited toward your project. Zero sunk cost.
Perfect For
Common sprint scenarios
Customer Support Automation
Fine-tune on your support tickets to create a model that understands your product, terminology, and escalation patterns.
Document Processing
Extract structured data from contracts, invoices, or regulatory documents with domain-specific accuracy.
Internal Knowledge Q&A
Build a model that answers questions about your internal docs, policies, and processes without hallucinating.
Code Generation & Review
Train on your codebase patterns, style guides, and best practices for accurate, contextual code assistance.
Ready to see what's possible?
Book a 15-minute call to discuss your use case. We'll tell you if a sprint makes sense—and if not, we'll point you in the right direction.
Book Your Sprint$2,500 • Results in 48 hours • Applied to retainer
Frequently Asked Questions
What format does my data need to be in?
JSON, CSV, or plain text files. We can work with most structured formats. During our call, we'll discuss your specific data and recommend the best approach.
How much data do I need?
For most use cases, 500-1000 high-quality examples are enough to see meaningful improvements. More data usually means better results, but we can advise on your specific case.
Is my data kept private?
Absolutely. Your data never leaves your chosen cloud environment. We can run the entire process in your AWS/GCP/Azure account if required.
What happens after the 48 hours?
You get a working model and API endpoint, plus a report with metrics and recommendations. The endpoint stays live for 7 days for evaluation.