specification: FinOps Framework
specificationVersion: '1.0'
schema: https://www.finops.org/framework/
provider: WellSaid Labs
providerId: wellsaid
created: '2026-06-21'
modified: '2026-06-21'
reconciled: false
tags:
- AI
- Text to Speech
- Voice
- Audio
- TTS
- FinOps
- Cost Management
- FOCUS
description: >-
  FinOps view of WellSaid Labs spend. WellSaid bills primarily through
  subscription tiers (seats plus download/render allowances) for Studio, with
  programmatic API access offered as a paid / Enterprise capability. The natural
  usage meter for the text-to-speech API is characters rendered (a render
  request accepts up to 1,000 characters), but no public per-character API rate
  card is published; API cost is negotiated as part of an Enterprise agreement.
notes: >-
  Per-character API pricing and any render/download allowances are not publicly
  documented; verify metering and unit rates with WellSaid Labs during
  reconciliation. Track characters rendered and clips/streams produced as the
  primary cost drivers.
sources:
- https://wellsaidlabs.com/pricing/
- https://docs.wellsaidlabs.com/reference/getting-started-with-your-api
- 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: WellSaid Labs
serviceCategory: AI and Machine Learning
billingModel:
  pricingCategory: Subscription
  billingFrequency: Monthly
  billingCurrency: USD
  chargeCategories:
  - Usage
  - Purchase
  - Adjustment
focusColumns:
  ServiceName: WellSaid Labs API
  ServiceCategory: AI and Machine Learning
  ProviderName: WellSaid Labs
  PublisherName: WellSaid Labs
  InvoiceIssuerName: WellSaid Labs
  BillingCurrency: USD
  ChargeCategory: Usage
  PricingCategory: Subscription
meters:
- name: tts_characters
  description: Characters of text rendered to speech via the API, the natural per-character cost driver (up to 1,000 characters per request).
  unit: characters
  aggregation: sum
  dimensions:
  - account
  - speaker_id
  - model
- name: clips_rendered
  description: Number of TTS clips created via POST /tts/clips.
  unit: clips
  aggregation: sum
  dimensions:
  - account
  - speaker_id
- name: stream_renders
  description: Number of streaming TTS renders via POST /tts/stream.
  unit: renders
  aggregation: sum
  dimensions:
  - account
  - speaker_id
- name: word_timing_renders
  description: Number of word-timing renders via POST /tts/word-timing (audio plus JSON/SRT/VTT).
  unit: renders
  aggregation: sum
  dimensions:
  - account
  - speaker_id
- name: seats
  description: Subscription seats for Studio access, billed per seat per month.
  unit: seats
  aggregation: sum
  dimensions:
  - account
  - plan
principles:
- name: Visibility
  description: Track characters rendered and clips/streams produced per API key; reconcile against subscription seat and download allowances.
- name: Allocation
  description: Tag API keys per workload/team and map to internal cost centers; isolate Enterprise API spend from Studio seats.
- name: Optimization
  description: Keep render text concise within the 1,000-character cap, reuse clips and combine rather than re-rendering, and apply replacement libraries to avoid retry renders.
- name: Accountability
  description: Assign owners per project/key and review character/render volume monthly against the Enterprise agreement.
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com