Who this is for
GTM teams with existing data-provider contracts, strict procurement requirements, or a need to compare managed and direct-provider economics.Decision guide
Operating method
- Create a provider registry with owner, agreement, allowed data, geography, rate limit, cost model, and renewal date.
- Map every provider key to least-privilege roles and log each workflow invocation without logging the credential.
- Use a field-level routing policy that chooses a provider based on explicit requirements and current availability.
- Track cost per accepted output across direct and managed routes, including retry and operator cost.
- Review provider use monthly against contract rights and business outcomes, then adjust the route deliberately.
Implementation details
- Normalize the input before calling a provider: lowercase domains, preserve the original record ID, and separate person and company identifiers.
- Stop the waterfall when the acceptance rule passes, not merely when a provider returns a value. Record which provider supplied the accepted result.
- Treat missing, invalid, conflicting, and provider-error results as different states. Each state needs its own retry or review rule.
- Measure cost per accepted field and coverage on a fixed holdout set. Provider response count is not a quality metric.
Common failure modes
- Assuming a provider key permits downstream resale or customer-facing use.
- Publishing keys in workflow code, prompt text, or run logs.
- Comparing direct-provider invoice cost with managed usage without accounting for platform operations.
- Using the same provider for every field because it is already contracted.