The need
Process a large document collection and make classification results usable within a business application.
SELECTED DELIVERY EXPERIENCE
We build the technical foundation, prove the difficult parts, and carry the first deliverable into operational use. Our leadership combines hands-on architecture and implementation with enterprise stakeholder management and engineering-team leadership. Each example distinguishes Power2Idea delivery from leadership experience through other organizations.
POWER2IDEA EXPERIENCE
An end-to-end application for binary classification of documents as export-controlled information (ECI) or non-ECI.
Process a large document collection and make classification results usable within a business application.
Owned the technical architecture, coded the pipeline and application, deployed the solution, and guided the development team alongside domain-led delivery.
Processed approximately 500,000 documents in two hours. Subsequently rearchitected the application from always-on virtual machines to object storage, container services, hosted processing, and managed PostgreSQL.
For comparable workloads, monthly operating costs fell from approximately $10,000 to under $500. The savings reflect the move from continuously running VMs to primarily managed and serverless services.
Explore the relevant service ↗LEADERSHIP EXPERIENCE · PRIOR SYSTEMS INTEGRATOR
A multiyear move from physical data-center infrastructure to cloud for a major aerospace enterprise.
Move an application portfolio while navigating enterprise dependencies, security requirements, and delivery coordination.
Participated in the RFP stage of the winning bid and the subsequent migration program through a prior systems integrator.
Experience delivering a migration spanning 50 applications, with architecture and implementation considered together across a complex enterprise environment.
This engagement belongs to leadership’s prior career experience; it is separate from Power2Idea’s corporate delivery record.
Explore the relevant service ↗LEADERSHIP EXPERIENCE · PRIOR CAREER ENGAGEMENTS
Reusable SAP integration and high-volume logistics API modernization across two separate enterprise programs.
Automate ERP business processes and extract legacy transaction logic into an independently consumable API.
Built the initial Spring Integration template and deployment automation for a SAP/BAPI ecosystem supporting more than 50 business processes. In a separate logistics program through a prior SI, built the Oracle workflow, stored procedures, and compensating transactions behind a cloud-deployed API.
Baselined Oracle processing using simulated records to demonstrate feasibility against a 40-million-transaction, eight-hour requirement. Experience includes API implementation, release engineering, and transition to the delivery team.
The eight-hour figure describes the benchmark requirement and feasibility work, rather than a claim of measured production throughput. Both examples represent individual leadership experience before P2I.
Explore the relevant service ↗LEADERSHIP EXPERIENCE · PRIOR SYSTEMS INTEGRATOR
A multiyear aerospace computation platform connecting engineering applications, specialist solvers, and HPC workflows.
Make complex, expert-defined engineering processes repeatable while navigating restricted access to secure computation environments.
Built the reusable HPC integration foundation, learned execution protocols, and created representative protocol-compatible mocks where direct access was restricted. Connected Java, Python, Angular, and JBPM orchestration with Jenkins delivery automation.
The integration foundation supported approximately 50 solvers and 500 engineering workflow recipes designed by engineering specialists. Junior engineers could execute processes through reusable workflows.
The distinguishing contribution was making the complete system work across constrained interfaces, from application releases to approved compute-side scripts. Delivery was through a previous systems integrator.
Explore the relevant service ↗LEADERSHIP EXPERIENCE · PRIOR SYSTEMS INTEGRATOR
An aerospace supply-chain application linking build-to-order aircraft designs, paint requirements, and inventory decisions.
Translate high-fidelity aircraft design information into color and quantity requirements, then assess supply availability against delivery needs.
Built the end-to-end application connecting high-fidelity aircraft designs to paint color and quantity predictions, delivery planning, and the closest available inventory colors when materials were delayed.
Connected engineering design information, paint requirements, and inventory availability to support build-to-order aircraft delivery decisions.
This end-to-end aerospace application was delivered through a prior systems integrator. Related patent co-inventorship is described below as a leadership credential.
Explore the relevant service ↗LEADERSHIP EXPERIENCE · THROUGH A SYSTEMS INTEGRATOR
Legacy API and data-platform modernization across 10+ source systems for a major aerospace enterprise, supporting certification, safety, and a digital thread.
Replace a labor-intensive process in which users manually run queries, extract records, and upload them into target systems. The workflow involves more than 20 dedicated roles, alongside repeated handling and delays.
Architecture experience includes source-to-target APIs described with OpenAPI, change data capture (CDC) for near-real-time updates, and medallion layers to curate and clean data. AWS GovCloud delivery engineering includes Terraform, Lambda, Fargate, ECR, Neptune, automated versioning, and release notes.
The modernization approach targets less manual handling, more timely data, and consistent information for downstream applications. Experience spans data-quality pipelines, UAT, containerized delivery, and digital-thread / system-of-record design.
The 25-million-record volume describes the architecture’s ingestion design target. This is leadership experience through a systems integrator.
Explore the relevant service ↗LEADERSHIP CREDENTIAL · PATENT CO-INVENTORSHIP
Our technical leadership includes a named co-inventor on multiple granted US patents spanning aerospace inkjet printing, automated document attribute extraction, and product-requirement detection.
These contributions reflect individual career experience. Patent ownership remains with the respective assignees.
POWER2IDEA OPERATING EXPERIENCE
Over four years, we have operated with two core employees and project-based teams of roughly ten full-time contributors. Our delivery leadership combines two leads and two part-time leads, with specialists assembled around the engagement.
AI supports every stage of our SDLC—from requirements and specifications to coding, verification, release documentation, and maintenance. This operating model brings senior judgment and agent-assisted execution together, allowing a focused team to cover more of the delivery lifecycle.
OUR DELIVERY APPROACH
We bring innovation to the essential work enterprises depend on: modernizing legacy APIs, replacing manual data transfers, automating tests and releases, and making data reliable. AI-assisted engineering and specification-driven development help us reduce repetitive effort and shorten feedback loops, while experienced engineers own the architecture, domain decisions, and integration.
Combine domain knowledge and stakeholder conversations with AI-assisted analysis. Turn business requirements into clear specifications, acceptance criteria, and implementation tasks.
Map system boundaries, data flows, and constraints. Use coding agents to accelerate prototypes and representative mocks, with experienced architects validating the approach.
Use specification-driven development and coding agents to implement scoped changes, connect enterprise interfaces, and iterate quickly with business users.
Apply AI-assisted code review, syntax checks, test development, and defect analysis. Engineers validate behavior, performance, and security against the agreed requirements.
Automate builds, deployments, versioning, and release notes. Use AI to assist infrastructure code, operational runbooks, troubleshooting guides, and handoff documentation, with engineering review and accountable release decisions.
Use AI to assist troubleshooting, knowledge transfer, and maintenance. Feed operational findings back into specifications and prioritize the next useful improvement.
THE P2I.AI DELIVERY MODEL
Deep experience in aerospace, logistics, enterprise ERP, and export control meets reusable specifications, coding agents, automated checks, and repeatable releases. We focus on the systems your business already relies on: less repetitive engineering effort, faster iterations, and maintainable software, with a named lead accountable for the result.
Senior engineers remain responsible for architecture, review, and delivery quality. We use tools within agreed customer data and access boundaries, and agree productivity measures around delivery lead time, rework, and accepted outcomes.
START A CONVERSATION
Discuss an implementation, a modernization initiative, or a defined work package for your project.
Discuss your project ↗Contact us