AI automation
Operational workflows, document routing, data extraction, reporting, and integrations that reduce manual review without hiding failure modes.
Founder-led AI systems consulting
Practical AI automation built for real operations.
Cobrra Systems designs and implements NLP, LLM, automation, and evaluation systems that move from prototype to production without the theater.
What Cobrra builds
Implementation-focused AI systems for specific business workflows.
We work where AI needs to be useful, measurable, and maintainable: document processing, domain classification, retrieval workflows, agent evaluation, and automation that connects cleanly to existing tools.
The work is founder-led and engineering-heavy. Discovery leads to a scoped build, the build includes evaluation from the start, and production handoff includes the operating details teams need to keep improving.
Core capabilities
Consulting that ends in shipped systems.
NLP and domain models
Classification, entity extraction, labeling workflows, and domain-tuned pipelines for teams with specialized language and messy data.
LLM and agent evaluation
Regression suites, benchmark datasets, retrieval checks, quality gates, and scorecards for systems that need to be trusted after launch.
Products
Product-backed consulting, not slideware.
BlueprintReader
Technical drawing and blueprint extraction for structured review, specification reporting, and construction-adjacent workflows.
BaseSmith
Domain model and NLP workflow tooling for labeling, training, evaluation, and iteration around specialized text.
8gentix
Agentic automation patterns and evaluation infrastructure for dependable LLM-powered business processes.
Engagement model
A simple path from problem to operating system.
Scope
Clarify the workflow, data access, constraints, success metrics, and where automation should stop.
Build
Ship a focused prototype or MVP against real data with clear evaluation and review loops.
Operate
Integrate, monitor, document, and iterate using metrics instead of guesswork.
Start the conversation
Have a workflow that should be automated or evaluated?
Send the problem, constraints, and current process. You’ll receive practical next steps and a scoped path to implementation.