I build the systems behind enterprise AI workflows: closed-circuit LLMs, orchestration, encoding and context, retrieval, self-hosted inference and operational integrations. At Encapsa, the platform spans 300+ live deployments across seven verticals.
Co-founder & CTO; eight-person team.
The AI foundation starts with a custom encoding/decoding layer covering 100% of platform data for AI-based lookups. The governed Context Engine extends that foundation. Current work spans closed-circuit LLMs, multiple models, retrieval, NLP-to-SQL and end-to-end workflows for products, internal training and usage tooling.
The 100% figure describes data coverage, not lookup accuracy. Architecture work includes Rust/Axum, Ruby on Rails, Node, React, Temporal, RunPod and Fly.io; a listed technology is not a claim that every planned integration runs in every live deployment.
Encapsa capability map
A map of approved platform capabilities, not the topology of every customer deployment.
Integration
ERP, CRM and POS connectors
MCP tooling
Orchestration
Multi-model routing
Agents and tool use
Workflow automation
Retrieval
RAG and PageIndex
Milvus
BGE-M3 and Qwen3 embeddings
Data and context
Custom encoding/decoding for AI-based lookup across 100% of platform data
Governed Context Engine extending that foundation
Inference
Self-hosted vLLM
Closed-circuit/on-prem options
Workflow engineering
End-to-end product, internal-training and usage workflows
Temporal-related durable-execution work
Delivery
Shared, single-tenant, and on-prem deployments
Commercial insurance · selected team delivery
Commercial underwriting, without the three-day wait
3 days → 15 minutes
Reported submission-to-decision time
Context
Commercial underwriting with a three-day submission-to-decision workflow.
Work
Automated commercial underwriting using ACORD submission ingest, loss-run extraction and risk-memo generation.
Reported outcome
Submission-to-decision: three days to 15 minutes; 300+ staff hours recaptured per month; no added headcount.
Energy services · selected team delivery
Field reporting connected to operational data
Context
Ticketing and reporting applications for an energy-services business.
Work
Replaced ticketing/reporting applications with NLP-to-SQL and workflow automation for an energy-services business.
Reported outcome
Tens of thousands of dollars saved annually.
Education · selected team delivery
A board presentation from enrollment data
Context
Preparing a board presentation from enrollment data.
Work
Generated a board deck using SQL enrollment data and deep research.
Reported outcome
Weeks of preparation saved.
Hospitality · selected team delivery
Training generated from existing documents
Context
New-hire training based on legacy documentation and a prior LMS.
Work
Generated new-hire training from legacy documentation.
Reported outcome
$10K+ per year saved compared with the prior LMS.
At the keyboard
The current practice.
Jordan uses Claude Code CLI, Codex CLI, custom Goose harness, and Mistral daily. He teaches customer teams during every deployment, conducts ongoing training outside deployments, and builds internal training and usage tooling at Encapsa.
Daily coding agents
Claude Code CLI
Codex CLI
custom Goose harness
Mistral
As Co-founder & CTO at Encapsa AI, Inc., Jordan leads eight full-time team members: three AI/ML engineers, two full-stack engineers, one UX/UI designer, and two customer-success staff.
Independent consulting
Enterprise delivery before the current AI stack.
Client engagements alongside operating roles, not all direct employers.
Quip
Quip, the oral-care subscription brand, 2015–2017: built the platform from scratch; it scaled to multi-million-dollar revenue.
Eventbrite
Eventbrite, 2014–2015: admin dashboards and Redis-based caching that improved query performance by 90%+.
Chevron
Chevron via Trackr, 2013–2014: field-ticketing systems.
Oxy
Oxy via Wilson Systems/Trackr, 2011–2014: field-ticketing systems; the quality-analysis engine increased ticketing quality by 75%.
Yahoo
Yahoo, Fall 2007–Spring 2008: six-month video-player/CDN integration contract.