Service 05
AI Agents & LLM Integration
AI agents and LLM-powered tools that automate real work, not demos. We design, ship, and monitor them like any other production system.
We build AI agents and LLM-powered features that do real work inside your product or business, not proof-of-concept demos that stall after the pitch. That includes predictive models (like price estimation from structured inputs), content generation and correction tools, and agents that plug into your existing tools and data via APIs and MCP.
What's Included
- Agent and workflow design around your actual data and tools
- Predictive models for pricing, scoring, or recommendation use cases
- Content generation, grammar/spell correction, and text-processing features
- Integration with your existing stack via APIs and MCP
- Guardrails, evaluation, and monitoring for reliability in production
- Standalone AI agents you can integrate into your own systems
- Ongoing tuning as models, data, and requirements change
How We Work
- Discovery: define the task and success criteria
- Design: pick the right model(s) and data flow
- Build: implement the agent or model with guardrails
- Evaluate: test against real inputs before rollout
- Support: monitor and tune as usage and data evolve
Frequently Asked
Can you build just the AI agent, not a full app around it?
Yes, we've delivered standalone AI agents (for example, a car price prediction model) that clients integrate directly into their own systems.
Do you work with our existing tools and data?
Yes, we design agents around your actual data and integrate with your existing stack via APIs and protocols like MCP rather than requiring a rebuild.
How do you keep AI features reliable in production?
We add guardrails and evaluation steps before launch, then monitor performance and tune the system as real usage comes in.
Do we need our own data science or ML team?
No, we handle model selection, integration, and evaluation ourselves. You bring the domain knowledge and data; we handle the AI engineering.
Can you add AI features to an existing app or system?
Yes, this is usually easier than starting from scratch. We integrate agents and models into your existing product via API rather than requiring a rebuild.
What about hallucinations or unreliable outputs?
We design guardrails, validation steps, and evaluation checks specific to your use case, so outputs are constrained and reliable rather than left to chance.
- Products that want to add AI features without a research team
- Businesses needing a predictive model for a specific use case
- Teams wanting an AI agent delivered as a standalone component
- Companies looking to automate content or judgment-heavy workflows