back_office_ops · healthcare · workflow
Komodo Health embeds MapAI generative AI assistant in MapLab enterprise healthcare analytics platform
Non-technical pharmaceutical team members — brand leads, Medical Affairs managers, and clinical researchers — had to wait weeks or months for data insights to be delivered, creating bottlenecks in decision-making across the product lifecycle.
How it works
Common implementation structure
How this type of workflow is generally built, generalized across documented cases — not tied to any one vendor's stack. Click any stage to read what happens there. Specific products that implement these stages appear in “Tools commonly seen” below.
Stage 1 · User submits natural language question
Users ask simple questions in layman's English to start the exploration.
Tools used
MapAIMapLabHealthcare MapLangChainLangGraphLlama 3.1Mistral 7BPhi-3
Outcome
MapAI enables every team member regardless of technical skill to query healthcare data in natural language, accelerating decision-making and reducing dependence on specialist data teams.
Results
Time savedweeks or even months
Grounding & classification
Source type: generic use case
25 fields verified against source quotes, 2 dropped as unverifiable.
conversational aidata extractionenterprise searchmulti agent workflowknowledge basemedical recordtools describedworkflow describedhealthcarepharma life sciencescycle time reductionemployee productivitygeneric use caseback office opsagentic task executionrag answering