Proposal Response Engine
- Audience:
- Consultants, bid teams, SIs and procurement leads
- Outputs:
- Requirements register, clarification questions, response structure, drafted module answers.
Document IntelligenceStructured ExtractionCoverage Gate
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Agentic Systems
Staged AI workflows with explicit handoffs, verification and human control.
I build AI systems for work where being wrong is expensive. Sixteen years in enterprise procurement architecture taught me the costly failure is the one nobody notices — so every system here has a stage whose only job is to catch it, and a human gate where judgement belongs.
Specialists
Domain-focused agents for specific tasks
Explicit Handoffs
Well-defined transitions between agents
Verification
Automated checks at each stage
Human Gates
Human review at critical points
Built & Running
Real problems. Working systems.
Assessment Paper Engine
- Audience:
- Teachers, tutors, education platforms, training teams
- Outputs:
- Question paper PDF, explained answer key, validation report.
Evaluator–OptimizerBlind ValidationPython-Solved Answers
Social Content Engine
- Audience:
- Product marketers, content teams, founders
- Outputs:
- Approved weekly topic, researched content brief with sources, finished post copy, rendered social assets.
Content PlanningResearch ValidationHuman-in-the-Loop
Procurement Knowledge Agent
- Audience:
- Consultants and solution architects who need a sourced answer fast — on a client call, or while prepping a bid.
- Outputs:
- Cited answer, session transcript, running log of questions asked.
LangGraphMCPDynamic Orchestration
Have a complex workflow that AI should make simpler?
Open to enterprise AI, procurement transformation, product collaboration, MVP building, and agentic workflow design.
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