Charlotte, NC
ProjectsJanuary 15, 2024

RapidEPR

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RapidEPR is an AI-powered writing tool purpose-built for military service members. It generates evaluation statements and award narratives tailored to the formats the product currently supports: Air Force EPBs/OPBs, Army NCOERs/OERs, Navy EVALs/FITREPs/CHIEFEVALs, Marine Corps FITREPs, and Coast Guard EERs. As an Air Force veteran, I spent years writing performance reports and watching talented service members struggle with a format that could make or break their careers. I built RapidEPR because I understood the problem firsthand and knew technology could solve it. Military evaluations are high-stakes documents with rigid formatting rules, character limits, and branch-specific conventions. Service members spend hours crafting bullets and narratives, often with little guidance. A weak evaluation can be the difference between making rank and getting passed over. These documents follow service members for their entire career. RapidEPR uses large language models with deep knowledge of military writing conventions to generate contextually appropriate, correctly formatted content. Users input their accomplishments in plain language, and the tool produces ready-to-use bullets and narratives that meet regulatory standards for their specific branch and evaluation type.
  • Multi-service support: Air Force (EPB/OPB), Army (NCOER/OER), Navy (EVAL/FITREP/CHIEFEVAL), Marines (FITREP), and Coast Guard (EER)
  • Smart bullet generation: Understands action-impact-result format and character constraints
  • Award narrative writing: Generates achievement, commendation, and meritorious service medal narratives
  • Rapid Regs: Source-backed search across 8,000+ publicly available military regulations and publications
  • 325,000+ users, 11 million+ generated statements, and 138,000+ generated awards across the five supported services
  • Consistently ranks #1 for key military evaluation search terms
  • Operates as a product of RapidRoute Solutions, LLC, with subscription and credit-based revenue models managed by a lean two-person team
  • Next.js 16 front-end with TypeScript and React 19
  • OpenAI Stored Prompts with service- and format-specific variables and streamed responses
  • AWS serverless infrastructure: Lambda, DynamoDB, CloudFront, API Gateway, Cognito, SES, SQS, S3, WAF
  • SST Ion for infrastructure-as-code

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