specification: FinOps Framework
specificationVersion: '1.0'
schema: https://www.finops.org/framework/
provider: Morph
providerId: morph-labs
created: '2026-06-20'
modified: '2026-06-20'
reconciled: true
tags:
- AI
- Code Editing
- Fast Apply
- Embeddings
- Sandboxes
- FinOps
- Cost Management
- FOCUS
description: >-
  FinOps view of Morph spend. Morph bills usage-based per-token rates on its
  specialized code models (Apply morph-v3-fast / morph-v3-large, code search,
  compaction) and a per-request rate on the router, drawn down against monthly
  subscription credits (Free, Starter, Pro, Scale). Embeddings and rerank
  consume credits without a published per-unit rate. Morph Cloud Infinibranch
  sandboxes are billed separately for compute.
notes: >-
  Per-model rates and tier credits are subject to change; verify against the
  Morph pricing page during reconciliation.
sources:
- https://morphllm.com/pricing
- https://docs.morphllm.com
- 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: Morph
serviceCategory: AI and Machine Learning
billingModel:
  pricingCategory: Usage-Based
  billingFrequency: Monthly
  billingCurrency: USD
  chargeCategories:
  - Usage
  - Purchase
  - Adjustment
focusColumns:
  ServiceName: Morph API
  ServiceCategory: AI and Machine Learning
  ProviderName: Morph
  PublisherName: Morph
  InvoiceIssuerName: Morph
  BillingCurrency: USD
  ChargeCategory: Usage
  PricingCategory: Usage-Based
meters:
- name: apply_input_tokens
  description: Tokens sent to Apply models (morph-v3-fast / morph-v3-large), billed per 1M tokens per model.
  unit: tokens
  aggregation: sum
  dimensions:
  - account
  - model
- name: apply_output_tokens
  description: Merged-output tokens returned by Apply models, billed per 1M tokens per model.
  unit: tokens
  aggregation: sum
  dimensions:
  - account
  - model
- name: code_search_tokens
  description: Tokens processed by WarpGrep code search, billed per 100K tokens.
  unit: tokens
  aggregation: sum
  dimensions:
  - account
  - model
- name: compaction_tokens
  description: Tokens processed by the compaction model, billed per 1M tokens.
  unit: tokens
  aggregation: sum
  dimensions:
  - account
  - model
- name: router_requests
  description: Router invocations billed per request.
  unit: requests
  aggregation: sum
  dimensions:
  - account
- name: embedding_tokens
  description: Tokens embedded via morph-embedding-v4, consuming monthly credits.
  unit: tokens
  aggregation: sum
  dimensions:
  - account
  - model
- name: rerank_requests
  description: Rerank requests against morph-rerank-v3, consuming monthly credits.
  unit: requests
  aggregation: sum
  dimensions:
  - account
  - model
- name: subscription_credits
  description: Monthly credit allotment by subscription tier drawn down by model usage.
  unit: credits
  aggregation: sum
  dimensions:
  - account
  - tier
- name: sandbox_compute
  description: Morph Cloud Infinibranch sandbox compute, billed separately from model credits.
  unit: compute
  aggregation: sum
  dimensions:
  - account
principles:
- name: Visibility
  description: Pull Morph dashboard usage and credit-burn exports; inspect per-model token consumption.
- name: Allocation
  description: Tag API keys per workload/team; map credit draw-down to internal cost centers.
- name: Optimization
  description: Use morph-v3-fast over morph-v3-large where accuracy allows; right-size the subscription tier to monthly credit burn; reserve Morph Cloud sandboxes for agent runs that need branching.
- name: Accountability
  description: Assign owners per project/key; review credit and sandbox spend monthly against budget.
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com