AI Automation & Intelligent Systems
We design and deploy robust, deterministic AI systems engineered for operational efficiency. Rather than generic chat wrappers, we integrate autonomous agents into your existing CRM, ERP, customer communication channels, and databases—slashing turnaround times and eliminating human data entry errors.
Scoped Production Deliverables
- Autonomous triage and support dispatch agents
- Document extraction, OCR, and automated structured data ingestion
- Vector search and internal knowledge base RAG infrastructure
- Multi-agent workflow orchestration via n8n, LangChain, or custom microservices
- Human-in-the-loop validation dashboards and compliance auditing
What is Included
- •Architecture scoping and state machine specification
- •API integration with existing CRM/ERP/databases
- •Deterministic schema validation and error fallback handling
- •Production deployment and technical documentation
Out of Scope / Excluded
- •Third-party API platform fees (OpenAI, Anthropic, cloud hosting)
- •Training foundational LLMs from scratch
- •Manual data entry of historical paper records
What We Need From You to Begin
- Access to target API documentation and test sandbox accounts
- Sample input documents/tickets and expected output schemas
- Designated technical or operations point of contact for review
Frequently Asked Questions
How do you prevent AI hallucinations in critical workflows?
We treat LLMs as reasoning components within strict finite-state machines. Outputs must pass structured Zod or Pydantic validation before any database write or external action occurs.
Where does our business data go?
Your data stays within your designated cloud perimeter or enterprise API accounts with zero model training on your proprietary inputs.
Intended Business Purpose
Eliminate repetitive manual data processing and enforce deterministic operational handoffs.
Tooling & Technical Stack
Scope-Based Pricing
We provide fixed, transparent estimates based on concrete deliverables or structured monthly allocations. No hidden change fees or vague estimates.
Ready to scope this initiative?
Schedule an exploratory scoping call with a senior practitioner to review your requirements.
Discuss your automation needs