specification: FinOps Framework specificationVersion: '1.0' schema: https://www.finops.org/framework/ provider: ReccoBeats providerId: reccobeats created: '2026-07-03' modified: '2026-07-03' reconciled: false tags: - Music - Recommendations - Audio Features - Free - FinOps - Cost Management - FOCUS description: >- FinOps view of ReccoBeats spend. There is effectively nothing to manage on the vendor-invoice side: the ReccoBeats API is completely free to use, requires no API key, and publishes no metered or tiered pricing. There is no direct cost of consumption. The only cost-relevant considerations are indirect - the engineering effort to integrate, the internal (undisclosed) rate limits that cap throughput, and any client-side compute for preparing audio files for the analysis endpoint. Because there is no billing relationship, standard FOCUS cost columns carry zero charges. notes: >- No usage-based charges, subscriptions, or contracts are documented as of the review date. Should ReccoBeats introduce paid tiers in the future, revisit this document to model the metered dimensions (likely requests and/or audio analysis operations). Treat availability as best-effort given the free, keyless model with internal rate limits. sources: - https://reccobeats.com/ - https://reccobeats.com/docs/documentation/introduction - https://reccobeats.com/docs/documentation/rate-limiting - https://focus.finops.org/focus-specification/v1-3/ alignedWith: framework: FinOps Foundation Framework frameworkUrl: https://www.finops.org/framework/ dataSpec: FOCUS dataSpecVersion: '1.3' dataSpecUrl: https://focus.finops.org/focus-specification/v1-3/ publisherName: ReccoBeats serviceCategory: Machine Learning and Media billingModel: pricingCategory: Free billingFrequency: None billingCurrency: USD chargeCategories: - Usage focusColumns: ServiceName: ReccoBeats API ServiceCategory: Machine Learning and Media ProviderName: ReccoBeats PublisherName: ReccoBeats InvoiceIssuerName: ReccoBeats BillingCurrency: USD ChargeCategory: Usage PricingCategory: Free meters: - name: api_requests description: Calls to any ReccoBeats endpoint. Free of charge; bounded only by internal rate limits. unit: requests aggregation: sum dimensions: - client - endpoint - name: audio_analysis description: Audio-file feature extraction operations (POST /v1/analysis/audio-features). Free of charge. unit: operations aggregation: sum dimensions: - client principles: - name: Visibility description: Track request volume per endpoint to stay within ReccoBeats' internal rate limits, even though there is no invoice. - name: Allocation description: Attribute API usage to the internal feature or team consuming it, so throughput needs are understood. - name: Optimization description: Batch lookups via the multiple-track/artist/album endpoints, cache audio features for catalog tracks, and pre-trim audio to 30 seconds / 5 MB before calling the analysis endpoint. - name: Accountability description: Because access is free and keyless, accountability centers on respecting fair-use rate limits and honoring Retry-After rather than on managing spend. maintainers: - FN: Kin Lane email: kin@apievangelist.com