MPS Studio / AI & Agentic Systems
AI that participates in the work — not just talks about it.
We build AI systems and autonomous agents that can interpret requests, access approved tools and data, complete multi-step business workflows, and return auditable results for human review.

Capabilities
Agentic & AI Engineering
Tool-Using AI Agents
Autonomous agents that interact with your production databases, APIs, CRM records, and file stores to execute complex tasks.
Private Enterprise RAG
Retrieval-augmented generation across proprietary documents with strict source citations and role permissions.
Human-in-the-Loop Governance
Audited exception handling, human review checkpoints, and strict boundary controls for safety and compliance.
Multi-Agent Orchestration
Collaborative agent swarms with specialized roles—researchers, validators, synthesizers, and executors.
Document & Ticket Automation
Automated classification, summary extraction, data extraction from invoices, and support triage.
Fine-Tuning & Evaluation
Custom model evaluation frameworks, prompt caching optimization, and domain-specific dataset curation.
Delivery Framework
How We Deploy Enterprise AI Systems
AI Feasibility & ROI Scoping
Identifying high-leverage workflows where AI delivers verifiable time and cost reduction without hallucination risks.
Data Preparation & Permissions
Structuring institutional documents, embedding pipelines, and establishing zero-retention data boundaries.
Agentic Tooling & System Prompting
Equipping agents with custom API tools, function calling capabilities, and reliable guardrails.
Evaluation & Benchmarking
Rigorous automated evaluation testing across edge cases, failure states, and output correctness.
Production Deployment
Deploying secure, low-latency agent infrastructure with comprehensive logging, token tracking, and tracing.
Continuous Monitoring & Tuning
Model version upgrades, prompt iteration based on user feedback, and ongoing performance tuning.