What Is an Enrich API? A Developer’s Guide
Learn what an Enrich API is, how data enrichment pipelines work, which records benefit, and how to design structured JSON outputs for applications.
Read 6 minute guideTechnical guides and field notes
Enrich API Guides for Developers and AI Teams
Practical architecture, evaluation and implementation guides for structured AI data enrichment, model routing and agent context.
ArchitectureEvaluationAI agentsCRM
Featured articles
Build enrichment systems that are structured and measurable
Each guide focuses on an implementation decision that affects quality, reliability or operating cost.
Build Better AI Agent Context with an Enrichment API
Build better AI agent context with an enrichment API that normalizes tool output, research, memory and entity data before planning and action.
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Multi-Model AI Routing for OpenAI, Claude, Grok and More
Design multi-model AI routing for OpenAI, Claude, Grok, OpenRouter and Azure AI with task policies, fallbacks, schemas and evaluation.
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Structured JSON and Schema Validation for LLM APIs
Use structured JSON and schema validation with LLM APIs to control fields, types, nulls, retries and safe application write-back.
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CRM and Company Data Enrichment with AI
Use a company data enrichment API for CRM records with field ownership, refresh rules, schema validation, provenance and privacy controls.
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Explore the Enrich API information architecture
The site groups content around the jobs a developer must complete: define the API, choose enrichments, route models, integrate systems and validate output.
API architecture
Requests, authentication, jobs, errors, idempotency and trace metadata.
Learn moreData enrichment
Company, person, website, document, product, CRM and support workflows.
Learn moreModel routing
Task policies, provider adapters, fallbacks and route evaluation.
Learn moreIntegrations
CRM, database, webhook, automation and developer-tool patterns.
Learn moreDeveloper experience
Typed clients, fixtures, testing, security and observability.
Learn moreStructured JSON
Schemas, null policy, validation, repair, retries and versioning.
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