Healthcare documents · 5 of 31 · Evidence · 3 minutes
Healthcare products. From problem to production.
Product strategy
Claims automation, provider matching and a legacy claims integration replaced — explored through the documents and decisions.
01
Sequence the bottlenecks before expanding automation
Alternatives and sequencing across document transformation, provider identity and platform continuity.
Product decision
Choose bounded transformation and identity quality before broad migration.
- Document type
- Product strategy
- Status
- Portfolio sample · written from my healthcare claims experience
- Product decision
- Choose bounded transformation and identity quality before broad migration.
Portfolio sample from my healthcare product experience. Requirements, thresholds and review records are illustrative; they are not employer documents or historical sign-offs.
In this document 4 sections
Strategic diagnosis
OCR removes transcription effort but cannot resolve provider identity or prove that a downstream transaction completed. I separate the bottlenecks so each investment has a clear value case and a verifiable contract.
- OCR removes transcription effort
- cannot resolve provider identity or prove that a downstream transaction completed
- I separate the bottlenecks so each investment has a clear value case and a verifiable contract
Choices and sequence
The choice balances manual burden, implementation scope and the consequences of a failed handoff.
| Choice | Benefit | Tradeoff |
|---|---|---|
| Improve manual processing only | Fastest procedural change | Repetitive entry persists |
| Automate validated intake with exception review | Removes eligible manual handling | Requires extraction, identity and EDI contracts |
| Migrate and automate everything together | Broad transformation | Entangles identity, workflow and cutover risk |
Chosen approach
I choose bounded automation with reviewable exceptions. Define input quality first, establish provider resolution next, then validate downstream handoff and reconciliation. A platform replacement remains a separate investment: its migration scope follows consumer dependencies, rather than being bundled into the OCR rollout for convenience.
- Define input quality first
- establish provider resolution next
- then validate downstream handoff and reconciliation
A platform replacement remains a separate investment: its migration scope follows consumer dependencies
Three investments, three choices
These retrospective comparisons keep the product intent distinct for each experience.
| Product | Alternative and constraint | Chosen direction / recheck |
|---|---|---|
| Claims intake | Manual entry scales with effort; OCR-only shifts unresolved work downstream; end-to-end automation adds integration and exception cost. | Automate a supported claim path with validation and an accountable review route; inspect net effort after rework. |
| Provider resolution | Formatting-only cleanup cannot supply missing identity evidence. Individual consumer lookups duplicate logic. A shared API introduces source availability and versioning dependencies. | Normalize representation and resolve against a central authorized source; retain ambiguity and source freshness in the contract. |
| Integration platform | Retain/extend the legacy platform for lower near-term change; buy a replacement for vendor support; build internally for control with engineering/operating responsibility. | The experience was leading the replacement of a legacy claims integration with an enterprise claims processing solution. Evaluate adoption, contract coverage and ownership separately from the OCR business case. |