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Unified Healthcare Pricing API
A B2B SaaS API that aggregates, cleans, and standardizes fragmented federal and state-level medical pricing databases, providing reliable pricing data to health-tech developers and insurance brokers.
Why this matters
You are building a digital health startup aimed at reducing corporate insurance costs. To make your product work, you need access to reliable, regional medical pricing data. When you look for this data, you find a nightmare of broken federal links, massive CSV files with differing headers from 50 different states, and obscure PDF tables. Your engineering team is wasting weeks writing custom scrapers just to get a baseline price for a routine surgery. You urgently need a single, well-documented API that standardizes all this messy public data into clean JSON.
- · Built for Health-tech startups, insurance brokers, and self-funded employer groups..
- · Most likely monetization: B2B SaaS subscription based on API call volume..
The Pain · Narrative
You are building a digital health startup aimed at reducing corporate insurance costs. To make your product work, you need access to reliable, regional medical pricing data. When you look for this data, you find a nightmare of broken federal links, massive CSV files with differing headers from 50 different states, and obscure PDF tables. Your engineering team is wasting weeks writing custom scrapers just to get a baseline price for a routine surgery. You urgently need a single, well-documented API that standardizes all this messy public data into clean JSON.
Score Breakdown
Market Signal
Go-to-Market
CTOs and lead engineers at early-to-mid stage digital health and insurtech startups.
~5,000 health-tech companies and specialized consultancies globally
Direct cold outreach to health-tech founders and integration showcases on developer communities
$299/month for baseline API access
Secure 3 paid pilot contracts with health-tech startups to integrate the API
MVP Scope · 1–2 weeks
- Identify and download the 5 most reliable public datasets (e.g., CMS Medicare fee schedules)
- Write Python scripts to parse and clean these datasets into a unified relational schema
- Define the API endpoints and create an OpenAPI (Swagger) specification document
- Set up a cloud database (e.g., Supabase or AWS RDS) to host the cleaned data
- Build a simple developer landing page highlighting the time saved by not building custom scrapers
- Develop the core REST API service using FastAPI or Node.js
- Implement API key generation and usage rate limiting
- Write interactive documentation detailing how to query prices by CPT code and zip code
- Create sample code snippets in Python, JavaScript, and Ruby for prospective clients
- Deploy the API to production and begin cold-emailing health-tech engineering leaders for beta testing
Differentiation
Why This Might Fail
Self-rebuttal — the most important trust signal
- 1The data from public sources may be too outdated or inaccurate for enterprise use cases.
- 2Larger data aggregators may already offer this data packaged with legacy enterprise software, making it hard to disrupt.
- 3Maintaining scrapers for 50 different state databases might become technically unfeasible for a small team.
Evidence Summary
How AI synthesized this insight — no verbatim quotes
Commenters repeatedly referenced specific government URLs and databases that house reimbursement rates and chargemaster files. The conversation revealed that while this data is technically public, its raw format makes it practically inaccessible, requiring specialized overhead to process—highlighting a classic B2B data normalization opportunity.
Action Plan
Validate this opportunity before writing code
Recommended Next Step
Validate
Promising signals, but needs confirmation. Create a landing page, collect email sign-ups, then decide.
Landing Page Copy Kit
Ready-to-paste copy based on real Reddit community language — no editing required
Headline
Unified Healthcare Pricing API
Sub-headline
A B2B SaaS API that aggregates, cleans, and standardizes fragmented federal and state-level medical pricing databases, providing reliable pricing data to health-tech developers and insurance brokers.
Who It's For
For Health-tech startups, insurance brokers, and self-funded employer groups.
Feature List
✓ REST API endpoints for querying CPT codes by region ✓ Normalized data structures across all 50 states ✓ Historical pricing data access ✓ Webhook alerts for price changes at specific facilities
Where to Validate
Share your landing page in r/HN · pricing — that's exactly where these pain points were discovered.
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