AI engineering around your business requirements.
Choose the starting point that fits your problem. We define scope and evaluation together, then connect the required model, application, and infrastructure work.
AI Agent Solutions
Discuss your project- Suitable problems
- Multi-step work across documents and business systems, where automation needs clear boundaries.
- What we deliver
- Workflow design, retrieval, tool integrations, context and harness engineering, approval steps, and task traces. OpenClaw customization where appropriate.
- How we evaluate
- Completion and escalation behavior, source grounding, tool authorization, and recovery from failed actions.
Enterprise AI Solutions
Discuss your project- Suitable problems
- AI initiatives that need to fit existing architecture, governance, and business processes.
- What we deliver
- Architecture assessment, integration design, proof of concept, evaluation plan, and an implementation roadmap.
- How we evaluate
- Workflow fit, data boundaries, stakeholder acceptance, and integration and operational constraints.
LLM/SLM Training & Fine-tuning
Discuss your project- Suitable problems
- Domain-specific quality, model size, or operating cost requirements that a general model may not meet.
- What we deliver
- Data preparation, training or fine-tuning pipelines, model comparison, and inference optimization. Pre-training requires suitable data and compute; weight-level adaptation requires model access and licensing. Closed models depend on provider-supported options.
- How we evaluate
- Held-out task quality, baseline comparison, regressions, latency, memory, and training and serving costs.
Custom AI Applications
Discuss your project- Suitable problems
- Teams need an interface that makes AI useful in their day-to-day work.
- What we deliver
- React applications, secure backend integrations, retrieval interfaces, feedback capture, and human review workflows.
- How we evaluate
- Task usability, accessibility, grounded responses, latency, and handling of uncertain or failed outputs.
Secure Cloud Deployment
Discuss your project- Suitable problems
- A prototype needs a controlled, maintainable production environment.
- What we deliver
- Cloud or private deployment design, least-privilege access, secrets management, release pipelines, monitoring, recovery plans, and operational documentation.
- How we evaluate
- Access boundaries, load behavior, rollback and recovery, monitoring coverage, and operating cost.
Bring us the problem. We’ll work through the possibilities.
A workflow to improve, a model to adapt, or a prototype ready for its next step.
Discuss your project