Build YourCustom AI Solution
Create tailored LLM solutions powered by the latest foundation models. From Mistral Large 3 to Llama 4, we fine-tune and deploy custom AI systems built for your specific business needs.
Specialize AI Around Your Expertise
ICDU—Intent-Conscious Data Unit—is a patented approach to structuring expert knowledge for specialized AI. It captures what a task should achieve, the context and rules that matter, and examples of expert judgment—including when clarification or human review is needed. Overture uses that structure to train models for specific workflows and evaluate how well they apply those requirements across different situations.
For suitable engagements, the work typically follows this sequence. ICDU is not automatic in every calculator estimate and is not claimed to work with every model listed on this page.
- 1Define the workflow and what a good result looks like.
- 2Capture reviewed expert examples, context, and decision criteria.
- 3Structure the examples as ICDU training data.
- 4Train a specialized model.
- 5Compare its behavior with a baseline using agreed test cases.
Estimate Your Custom LLM Solution
Configure your requirements to get an instant ballpark estimate for your project.
+$2,500 setup, +$500/mo maintenance
+$3,000 one-time setup
+$800/mo hosting & support
Estimated Total Investment
One-time implementation cost
Implementation Cost
Monthly OpEx
No recurring costs selected
This is a ballpark Overture engagement estimate using internal setup and monthly multipliers dated 2026-09-15. It is not current official provider list pricing or a ranking of models. See Google Gemini pricing, OpenAI pricing, and Anthropic pricing. Final pricing depends on specific requirements.
Leading AI Models of 2025
Comprehensive overview of the most advanced AI models available today, with detailed capabilities, pricing, and use cases.
- World's best coding performance (72.5% SWE-bench)
- Advanced multi-step reasoning
- Agent-based workflows
- Leading reasoning performance (86.4 GPQA)
- Massive 1M token context window
- Advanced multimodal capabilities
- Advanced unsupervised learning
- Multimodal (text, image, audio)
- Creative content generation
- State-of-the-art reasoning (83.3 GPQA)
- Exceptional math/science (91.6 AIME)
- Reasoning-first architecture
- Unprecedented 10M token context
- Multimodal capabilities
- Open-source and customizable
- Real-time web integration
- Advanced reasoning (84.6 GPQA)
- Deep Search functionality
- Cost-effective performance
- Strong math/coding (49.2% SWE-bench)
- Mixture-of-experts architecture
- 90% of premium performance
- 8x lower cost than competitors
- Professional coding capabilities
- Superior coding/reasoning balance
- Cost-effective Claude option
- Enhanced safety features
- Mixture-of-experts architecture
- Multilingual (200+ languages)
- Multimodal native support
Find the Right Model for Your Needs
Compare models across different use cases and requirements to make informed decisions.
Industry-Leading Performance
Need Help Choosing the Right AI Model?
Our AI consulting experts can help you select and implement the perfect model for your specific use case and requirements.