specification: FinOps Framework
specificationVersion: '1.0'
schema: https://www.finops.org/framework/
provider: Riiid
providerId: riiid
created: '2026-06-21'
modified: '2026-06-21'
reconciled: false
tags:
- AI
- Education
- Adaptive Learning
- Knowledge Tracing
- EdTech
- FinOps
- Cost Management
- FOCUS
description: >-
  FinOps view of Riiid (Socra AI) spend. Riiid does not offer a public,
  usage-metered developer API, so there are no per-request or per-token public
  meters to manage. Cost exposure falls into two non-API categories: consumer
  Santa app subscriptions (billed through the Apple App Store / Google Play) and
  sales-led B2B / R.Inside (AIaaS) partner contracts (negotiated flat or
  commitment-based fees). Meters below are descriptive placeholders, not
  reconciled public billing dimensions.
notes: >-
  No public API billing data exists. Consumer subscription costs are managed in
  the mobile app stores; partner costs are governed by private contracts via
  partnership@socra.ai. Reconciled is false.
sources:
- https://www.riiid.com
- https://corp.socra.ai/
- 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: Riiid
serviceCategory: AI and Machine Learning
billingModel:
  pricingCategory: Subscription and Contract
  billingFrequency: Monthly
  billingCurrency: USD
  chargeCategories:
  - Usage
  - Purchase
focusColumns:
  ServiceName: Riiid (Socra AI)
  ServiceCategory: AI and Machine Learning
  ProviderName: Riiid
  PublisherName: Riiid
  InvoiceIssuerName: Riiid (Socra AI)
  BillingCurrency: USD
  ChargeCategory: Purchase
  PricingCategory: Subscription and Contract
meters:
- name: santa_subscription
  description: Consumer Santa app subscription billed through the mobile app stores; varies by region and plan.
  unit: subscription
  aggregation: count
  dimensions:
  - account
  - region
  - plan
- name: partner_contract
  description: B2B / R.Inside (AIaaS) partner agreement billed under negotiated, contract-based terms. Not public.
  unit: contract
  aggregation: count
  dimensions:
  - partner
principles:
- name: Visibility
  description: No public API usage exports exist; track Santa subscription receipts via the app stores and partner invoices via contract reporting.
- name: Allocation
  description: Allocate consumer subscription and partner-contract costs to the owning team or program rather than per-API-key usage.
- name: Optimization
  description: Optimize at the contract level (commitment terms, seat counts) since there is no usage-metered public API to tune.
- name: Accountability
  description: Assign an owner for each partner contract and review negotiated terms against budget periodically.
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com