specification: API Commons FinOps
specificationVersion: '0.1'
provider: ZotGPT (UC Irvine)
providerId: zotgpt
generated: '2026-07-28'
method: searched
source:
  - https://zotgpt.uci.edu/services/gateway/
  - https://zotgpt.uci.edu/services/api/
  - https://zotgpt.uci.edu/sustainability/
  - https://newuniversity.org/2026/03/24/zotgpt-how-uci-became-a-pioneer-of-on-campus-ai/
created: '2026-07-28'
modified: '2026-07-28'
tags:
  - FinOps
  - Generative AI
  - Chargeback
  - Higher Education
description: >-
  ZotGPT is one of the clearest examples in the catalog of an API operated as a
  cost-control instrument rather than a revenue instrument. The unit of account
  is the dollar-denominated credit; the control surface is the gateway; the
  chargeback path is the campus Kuali Financial System. Because the gateway
  abstracts the upstream vendor, UCI can move spend between OpenAI, Anthropic on
  AWS Bedrock, Google, and Azure without any campus client changing a line of
  code — which turns model choice into a procurement lever instead of an
  application rewrite.
model: internal-utility-with-chargeback
billing:
  unit: USD credits drawn against token usage
  granularity: per virtual key, per workspace
  enforcement:
    - per-key spend limits
    - workspace budget enforcement
    - affiliation-based tier entitlement
    - KFS (Kuali Financial System) account validation for higher tiers
  chargeback: >-
    Standard and Advanced Research tiers validate a campus financial account, so
    consumption lands on a departmental or grant fund.
  free_allowances:
    - tier: Gateway Free
      amount: 50
      note: '"$50 free credits for testing."'
    - tier: API (deprecated)
      amount: 200
      note: '"$200 in initial API credits to get started."'
cost_avoidance:
  - claim: Per-student subscription avoidance
    detail: >-
      Thousands of UCI students were paying roughly $20/month for commercial AI
      subscriptions. OIT estimates the value delivered to a student at about
      $100/month, against premium commercial tiers running as high as $200/month.
    source: https://newuniversity.org/2026/03/24/zotgpt-how-uci-became-a-pioneer-of-on-campus-ai/
  - claim: Custom bot build avoidance
    detail: >-
      Since launch, UCI employees have built over 1,000 custom bots on ZotGPT
      Creator, replacing third-party solutions reported at upwards of $10,000
      each.
    source: https://www.oit.uci.edu/2025/11/18/anteaterintelligence-how-zotgpt-creator-is-transforming-uci-websites/
optimization_levers:
  - name: Multi-model routing
    detail: >-
      One endpoint fronting many models means the cheapest adequate model can
      serve a workload without the caller knowing or caring.
  - name: Multi-cloud placement
    detail: >-
      Models are sourced across three cloud vendors, so commercial terms at one
      vendor do not dictate the campus cost floor.
  - name: Sustainability steering
    detail: >-
      UCI explicitly frames multi-cloud as a sustainability choice: "ZotGPT
      provides access to many models spread across three different cloud vendors
      ... This flexibility allows you to choose a model or cloud vendor that has
      the strongest sustainability commitment."
    source: https://zotgpt.uci.edu/sustainability/
gaps:
  - No published per-token or per-model rate card, so a caller cannot forecast
    spend before running a workload.
  - No published usage/cost API or exportable billing artifact — budget state is
    visible in the portal, not addressable programmatically.
  - No published showback reporting cadence for departments.
maintainers:
  - FN: Kin Lane
    email: kin@apievangelist.com