AI models optimized for your business, not the benchmark.
Fine-tune models around your domain and data, then optimize your model portfolio for the performance, cost, control, and infrastructure your business requires.
One model should not do everything.
The most powerful model is not always the right model.
Different tasks have different requirements for reasoning, speed, accuracy, cost, security, and control. Yet many organizations default to the same frontier models across every use case.
We help you build a model strategy around your business, then tune and orchestrate the right models for the right work.
Two ways we optimize your model strategy.
Fine-Tuning & Model Specialization
Make models work more like your business.
We fine-tune and specialize open models around your domain, proprietary data, terminology, and workflows.
The result is a model designed for your specific environment, with greater control over how and where it runs.
- Deeper performance on specialized domain tasks
- Greater control over models, data, security, and deployment
- Models tailored to proprietary knowledge and workflows
- An alternative to relying exclusively on frontier APIs
Model Portfolio Optimization
Use the right model for the right job.
We evaluate the models behind your AI systems and determine where different models, architectures, and routing strategies can improve quality, speed, and economics.
That can mean routing each task to the model that best fits its complexity, performance requirements, and cost, or combining multiple models so higher-capability models step in only when needed.
- Better AI economics as usage scales
- More efficient token consumption
- Faster performance for high-volume workloads
- A multi-model architecture instead of a one-model-fits-all approach
Optimized for what matters to your business.
There is no universally best model. The right choice depends on what you are trying to accomplish.
The reasoning and accuracy the task requires.
The model and token economics that make AI sustainable at scale.
Latency and throughput that match how your systems are used.
The ownership, customization, security, and data requirements your business demands.
Your cloud, architecture, deployment model, and existing AI stack.
How we turn model sprawl into an optimized portfolio.
Benchmark your models, use cases, performance, and economics.
Fine-tune models where domain-specific performance creates an advantage.
Route each task, or the hardest parts of a task, to the model best suited to handle it.
Continuously measure quality, latency, token usage, and cost as your AI systems evolve.
When model optimization creates the most value.
This work is especially valuable when:
AI usage and token costs are growing quickly
Security or data requirements demand greater control over deployment
Teams are using expensive frontier models for nearly every task
Multiple models are already in production without a clear strategy
Generic models struggle with your industry's terminology or domain knowledge
You want to determine where open models can complement or replace proprietary models
AI is all we do.
HatchWorks AI is a pure-play AI partner with expertise across frontier, open, and specialized models.
Our experience across leading AI ecosystems allows us to select technology based on what is right for your business, not a single vendor.
Our senior AI practitioners work inside your environment to tune, integrate, and optimize models around your data, infrastructure, security requirements, and economics.
Built for real-world AI economics.
Ranked #1 AI Services Company
AI Power Partner, 2023–25
Top Machine Learning Company, 2024–25
#1 Generative AI Provider
Get more from every model and every token.
Build a model portfolio optimized for your business, your infrastructure, and your economics.