Work
Case studies, with the numbers left in
Client names are confidential, as they should be. Everything else - architectures, constraints, volumes, outcomes - is here in enough detail that an engineer can judge the work.
Applied AI / Intelligent Automation
Teaching a local LLM to write production UiPath code
A knowledge-injection spec plus a static-analysis toolchain lets a locally hosted open-weight model generate UiPath XAML that passes validation before Studio ever opens - with no client code leaving controlled infrastructure.
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Intelligent Automation / SAP
Calibration certificates into SAP DMS at 50,000 documents a year
A two-phase unattended process resolves equipment from serial numbers, verifies it in SAP and files certificates into the document management system - roughly 50,000 documents a year, fully audit-trailed.
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Applied AI / Document Intelligence
AI validation of US tax-exemption certificates across seven state form families
Azure Document Intelligence OCR feeding a deterministic rule engine - 8 generic checks plus 65+ state-specific rules - triages certificates into pass, fail or human review with per-rule evidence.
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Intelligent Automation / Security
Unattended automation under mandatory MFA: 8-12 prompts down to 2
When mandatory MFA broke an unattended SharePoint + SAP process, consolidating authentication to two strategic points with session reuse cut MFA cycles by roughly 80% - without touching security policy.
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Enterprise Workflows / Pega
Standardized offline Pega branch reviews on a 1,500-rule platform
A review methodology plus LLM knowledge file reconstructs rule logic from branch exports, rule XML and tracer logs - 31 standardized reviews delivered without competing for live-instance access.
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Private AI / Infrastructure
A private AI platform with zero external AI APIs
Dual-backend LLM inference, 30+ agent tools behind tiered auth, voice, image generation and self-healing infrastructure - a complete AI platform where no prompt, document or token ever leaves the network.
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Also delivered
The longer tail
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SAP purchase-order automation
Unattended, queue-driven PO creation via ME21N for a European subsidiary.
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Service-notification dispatch
High-volume queue processing across SAP IW21/IW22 maintenance notifications.
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Snowflake analytics layer
18 curated views, 1,548 lines of SQL modeling 200+ SAP fields - one data backbone feeding BPM, RPA and AI consumers.
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Agentic browser prototype
LLM-piloted web automation over MCP: the model reads page state and decides the next action.
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Enterprise AI-agent marketplace (current)
Background agents and LLM chat capabilities for an agent marketplace at a global healthcare-technology enterprise.
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And the workbench itself
This site, our git server, CI, inference cluster and agent infrastructure are self-hosted on the same platform we offer clients. The tooling is not theoretical.
Talk to the person who will actually build it
One architect, end to end: scoping, architecture, delivery, operations. Write a paragraph about your problem and you will get an engineering answer, not a sales call.