Strong fit
- High-volume repetitive document or triage work
- You have proprietary data agents can ground on
- You need auditability, not black-box chatbots
Intelligence04
Applied AI Solutions & Autonomous Business Agents
Practical, deterministic AI agents built to handle complex operational tasks.
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No junior pass-through
Delivery
ISO 12207 Aligned
Ownership
Full IP Transfer
Speed
2-6 Week Sprints
The Trap We Avoid
Why most implementations drift into disappointment.
Not demos — production agents for document extraction, internal knowledge search, and ticket triage. Structured outputs, hallucination guardrails, PII masking, and human-in-the-loop gates via Slack or Teams.
The Monobrix way
- →Structured discovery before any configuration or code.
- →Upgrade-safe customization — never hard forks.
- →Rehearsed cutover with a tested rollback path.
- →Full source, schemas, and credentials on delivery.
Every Phase, Accounted For
How we deliver Intelligence
1
Feasibility review on data quality and risk
2
Pilot agent with evaluation harness and citations
3
Human-in-the-loop controls for high-stakes steps
4
Production rollout with monitoring and cost budgets
What We Build
Use cases that ship to production
1
Invoice and contract IDP pipelines
2
RAG knowledge search over proprietary docs
3
Customer triage and ticket routing agents
4
Slack/Teams validation gates for low-confidence outputs
Real Numbers
Delivery results, not promises
Extraction accuracy
99.8%
With human review on low confidence.
Faster processing
80%
Document pipelines vs manual entry.
Guardrails
HITL
Humans stay in the loop where it matters.
Honest Fit
When this engagement makes sense
Poor fit
- You want a generic chatbot with no business process
- Source data is chaotic with no cleanup appetite
- Regulated workflows with zero human review allowed
Questions
Common questions about Intelligence
Will the AI hallucinate into our ERP?
+
We design for structured JSON, confidence thresholds, and human approval gates before anything writes to systems of record.
Which models do you use?
+
OpenAI, Anthropic Claude, and retrieval stacks like LangChain / LlamaIndex — chosen per latency, cost, and data-residency constraints.
Next Steps
Ready to scope your Intelligence?
No high-pressure sales talk. You will speak directly with our senior technical lead to review your current architecture, identify immediate automation opportunities, and evaluate technical feasibility.
Get an AI feasibility review