Summary
Daily model inventory check completed on 2026-05-25. Most aliases and multipliers are up to date. Key findings include a missing claude-opus-4-7 multiplier key (dot vs dash ID variant), several dated GPT-4o/GPT-3.5 model IDs absent from multipliers, and two missing dedicated aliases (gpt-5.5 and gemini-3.5-flash) that warrant addition for consistency.
- Providers queried: OpenAI, Anthropic, Gemini, Copilot
- Total models found: 283 (Copilot: 31, OpenAI: 193, Anthropic: 9, Gemini: 50)
- Proposed alias changes: 2 new aliases
- Multiplier gaps found: 10 (mostly dated snapshot IDs + 1 variant key)
Provider Model Counts
| Provider |
Models Available |
Status |
| openai |
193 |
✅ ok |
| anthropic |
9 |
✅ ok |
| gemini |
50 |
✅ ok |
| copilot |
31 |
✅ ok |
Raw API Fields Discovered
Anthropic (raw.json):
display_name, created_at, max_input_tokens, max_tokens
capabilities: batch.supported, citations.supported, code_execution.supported, context_management.supported, effort.supported, image_input.supported, pdf_input.supported, structured_outputs.supported, thinking.supported
OpenAI (raw.json):
- Minimal fields:
id, object, created (Unix timestamp), owned_by
- No token limits, billing, or capability flags in the models list endpoint
Gemini (raw.json):
name, version, displayName, description
inputTokenLimit, outputTokenLimit (useful as complexity proxy)
supportedGenerationMethods (e.g. generateContent, batchGenerateContent)
temperature, topP, topK, maxTemperature
thinking boolean (extended reasoning flag — notable for Gemini 2.5 Flash, 3.x Pro)
Copilot (reflect endpoint):
id, vendor, name
capabilities.limits.max_context_window_tokens, capabilities.limits.max_output_tokens
capabilities.supports.vision, capabilities.type
billing.multiplier
Token Multiplier Analysis
Missing from model_multipliers.json
| Model ID |
Provider |
Inferred Multiplier |
Basis |
claude-opus-4-7 |
copilot/anthropic |
27.0 |
Docs table (Claude Opus 4.7); claude-opus-4.7 IS present with 27.0 — this is a dash vs dot ID variant |
gpt-4o-2024-05-13 |
copilot |
~0.33 |
Dated snapshot of gpt-4o (multiplier 0.33) |
gpt-4o-2024-08-06 |
copilot |
~0.33 |
Dated snapshot of gpt-4o |
gpt-4o-2024-11-20 |
copilot |
~0.33 |
Dated snapshot of gpt-4o |
gpt-4o-mini-2024-07-18 |
copilot |
~0.33 |
Dated snapshot of gpt-4o-mini |
gpt-4-o-preview |
copilot |
~1.0 |
Legacy GPT-4 preview variant |
gpt-4-0613 |
copilot |
~1.0 |
Dated snapshot of gpt-4 (stored: 1.0) |
gpt-3.5-turbo |
copilot |
~0 |
Legacy; not in docs billing table |
gpt-3.5-turbo-0613 |
copilot |
~0 |
Legacy snapshot |
antigravity-preview-05-2026 |
gemini |
unknown |
New preview; no docs table entry |
Note on embedding models: text-embedding-3-small, text-embedding-3-small-inference, text-embedding-ada-002 are listed in Copilot reflect but are embedding models, not generative — no ET multiplier applies.
Historical entries not currently returned
The following entries are in model_multipliers.json but were not returned by any live API. They should remain as historical records:
gpt-5-2025-08-07, gpt-5-search-api, gpt-5-chat-latest, gpt-5-mini-2025-08-07, gpt-5-nano-2025-08-07, gpt-5-pro-2025-10-06, gpt-5.1, gpt-5.1-codex, gpt-5.1-codex-mini, gpt-5.1-codex-max, gpt-5.2-pro, gpt-5.3-chat-latest, o1, o3, o3-mini, o3-deep-research, o4-mini, o4-mini-deep-research, o1-pro, o3-pro, claude-3-*, gemini-1.5-*, grok-code-fast-1, raptor-mini, and others.
Inferred vs stored discrepancies
All models present in both live APIs and model_multipliers.json match the GitHub docs billing table. No discrepancies found.
Notable: GPT-5.5 is listed in the docs table as New multiplier: TBD — the stored value of 7.5 is the current value and should be retained until the new value is published.
Proposed Alias Updates
1. Add gpt-5.5 alias
What: New dedicated alias gpt-5.5 matching gpt-5.5 family models.
Why: gpt-5.5 is now live in Copilot (multiplier 7.5, listed as "TBD" for new billing). Aliases gpt-5.4, gpt-5.3, gpt-5.2 exist for consistency; gpt-5.5 should follow the same pattern. Currently gpt-5 broadly matches it via copilot/gpt-5*, but an explicit alias allows workflows to pin to this generation.
Syntax:
{
"gpt-5.5": ["copilot/gpt-5.5*", "openai/gpt-5.5*"]
}
2. Add gpt-5.2 alias
What: New dedicated alias gpt-5.2 matching gpt-5.2 family models.
Why: gpt-5.2 and gpt-5.2-codex are live in Copilot. The other gpt-5.x generation aliases (gpt-5.3, gpt-5.4, gpt-5.5) already exist; gpt-5.2 is missing for completeness.
Syntax:
{
"gpt-5.2": ["copilot/gpt-5.2*", "openai/gpt-5.2*"]
}
3. Add gemini-3.5-flash alias
What: New dedicated alias for Gemini 3.5 Flash.
Why: gemini-3.5-flash is live in the Gemini API with a very high billing multiplier (14.0), making it distinct from other Flash models. The existing gemini-flash broad alias matches it, but given the multiplier difference from gemini-3-flash (0.33) and gemini-2.x-flash (0.1–0.2), a dedicated alias prevents accidental use by workflows using gemini-flash expecting low-cost flash models.
Syntax:
{
"gemini-3.5-flash": ["copilot/gemini-3.5*flash*", "google/gemini-3.5*flash*", "gemini/gemini-3.5*flash*"]
}
Full Model Lists by Provider
Copilot (31 models)
claude-haiku-4.5, claude-opus-4.5, claude-opus-4.6, claude-opus-4.7,
claude-sonnet-4.5, claude-sonnet-4.6, gemini-2.5-pro, gpt-3.5-turbo,
gpt-3.5-turbo-0613, gpt-4, gpt-4-0613, gpt-4-o-preview, gpt-4.1,
gpt-4.1-2025-04-14, gpt-4o, gpt-4o-2024-05-13, gpt-4o-2024-08-06,
gpt-4o-2024-11-20, gpt-4o-mini, gpt-4o-mini-2024-07-18, gpt-5-mini,
gpt-5.2, gpt-5.2-codex, gpt-5.3-codex, gpt-5.4, gpt-5.4-mini,
gpt-5.4-nano, gpt-5.5, text-embedding-3-small,
text-embedding-3-small-inference, text-embedding-ada-002
Anthropic (9 models)
claude-haiku-4-5-20251001, claude-opus-4-1-20250805, claude-opus-4-20250514,
claude-opus-4-5-20251101, claude-opus-4-6, claude-opus-4-7,
claude-sonnet-4-20250514, claude-sonnet-4-5-20250929, claude-sonnet-4-6
OpenAI (193 models — top production models)
gpt-4o, gpt-4o-mini, gpt-4.1, gpt-4.1-2025-04-14, gpt-5.2, gpt-5.2-codex,
gpt-5.3-codex, gpt-5.4, gpt-5.4-mini, gpt-5.4-nano, gpt-5.5,
o1, o1-mini, o1-pro, o3, o3-mini, o3-pro, o3-deep-research,
o4-mini, o4-mini-deep-research, [+ 170 alpha/internal/legacy models]
Gemini (50 models — text/multimodal focused)
antigravity-preview-05-2026, gemini-2.0-flash, gemini-2.0-flash-001,
gemini-2.0-flash-lite, gemini-2.0-flash-lite-001,
gemini-2.5-computer-use-preview-10-2025, gemini-2.5-flash,
gemini-2.5-flash-image, gemini-2.5-flash-lite,
gemini-2.5-flash-native-audio-latest, gemini-2.5-flash-preview-tts,
gemini-2.5-pro, gemini-2.5-pro-preview-tts, gemini-3-flash-preview,
gemini-3-pro-image-preview, gemini-3-pro-preview,
gemini-3.1-flash-image-preview, gemini-3.1-flash-lite,
gemini-3.1-flash-lite-preview, gemini-3.1-flash-tts-preview,
gemini-3.1-pro-preview, gemini-3.1-pro-preview-customtools,
gemini-3.5-flash, gemini-flash-latest, gemini-flash-lite-latest,
gemini-pro-latest, deep-research-{max,}preview-04-2026,
deep-research-pro-preview-12-2025, gemma-4-26b-a4b-it, gemma-4-31b-it,
[+ imagen, veo, lyria, robotics, aqa, nano-banana-pro preview models]
Notes
claude-opus-4-7 vs claude-opus-4.7: The Anthropic API returns claude-opus-4-7 (dashes), while model_multipliers.json stores claude-opus-4.7 (dot notation) with the correct 27.0 multiplier. Consider adding the dash-variant key as an alias entry.
- Legacy GPT models in Copilot:
gpt-3.5-turbo, gpt-4, gpt-4-0613, gpt-4-o-preview are present in the Copilot endpoint but have no billing docs table entry — these appear to be free-tier legacy models; no multiplier entries are proposed.
- Gemini specialty models (video: veo-3.x, audio: lyria-3, image: imagen-4, robotics): These are non-text generative models without ET multipliers in the docs table; no aliases or multiplier entries proposed.
gemini-flash alias cost warning: The broad gemini-flash alias now matches gemini-3.5-flash (14.0 multiplier) alongside cheap 0.1–0.2 flash variants. Workflow authors should use gemini-3.5-flash explicitly when targeting that model.
Generated by 📦 Daily Model Inventory Checker · sonnet46 1.6M · ◷
Summary
Daily model inventory check completed on 2026-05-25. Most aliases and multipliers are up to date. Key findings include a missing
claude-opus-4-7multiplier key (dot vs dash ID variant), several dated GPT-4o/GPT-3.5 model IDs absent from multipliers, and two missing dedicated aliases (gpt-5.5andgemini-3.5-flash) that warrant addition for consistency.Provider Model Counts
Raw API Fields Discovered
Anthropic (
raw.json):display_name,created_at,max_input_tokens,max_tokenscapabilities:batch.supported,citations.supported,code_execution.supported,context_management.supported,effort.supported,image_input.supported,pdf_input.supported,structured_outputs.supported,thinking.supportedOpenAI (
raw.json):id,object,created(Unix timestamp),owned_byGemini (
raw.json):name,version,displayName,descriptioninputTokenLimit,outputTokenLimit(useful as complexity proxy)supportedGenerationMethods(e.g.generateContent,batchGenerateContent)temperature,topP,topK,maxTemperaturethinkingboolean (extended reasoning flag — notable for Gemini 2.5 Flash, 3.x Pro)Copilot (reflect endpoint):
id,vendor,namecapabilities.limits.max_context_window_tokens,capabilities.limits.max_output_tokenscapabilities.supports.vision,capabilities.typebilling.multiplierToken Multiplier Analysis
Missing from model_multipliers.json
claude-opus-4-7claude-opus-4.7IS present with 27.0 — this is a dash vs dot ID variantgpt-4o-2024-05-13gpt-4o(multiplier 0.33)gpt-4o-2024-08-06gpt-4ogpt-4o-2024-11-20gpt-4ogpt-4o-mini-2024-07-18gpt-4o-minigpt-4-o-previewgpt-4-0613gpt-4(stored: 1.0)gpt-3.5-turbogpt-3.5-turbo-0613antigravity-preview-05-2026Note on embedding models:
text-embedding-3-small,text-embedding-3-small-inference,text-embedding-ada-002are listed in Copilot reflect but are embedding models, not generative — no ET multiplier applies.Historical entries not currently returned
The following entries are in
model_multipliers.jsonbut were not returned by any live API. They should remain as historical records:gpt-5-2025-08-07,gpt-5-search-api,gpt-5-chat-latest,gpt-5-mini-2025-08-07,gpt-5-nano-2025-08-07,gpt-5-pro-2025-10-06,gpt-5.1,gpt-5.1-codex,gpt-5.1-codex-mini,gpt-5.1-codex-max,gpt-5.2-pro,gpt-5.3-chat-latest,o1,o3,o3-mini,o3-deep-research,o4-mini,o4-mini-deep-research,o1-pro,o3-pro,claude-3-*,gemini-1.5-*,grok-code-fast-1,raptor-mini, and others.Inferred vs stored discrepancies
All models present in both live APIs and
model_multipliers.jsonmatch the GitHub docs billing table. No discrepancies found.Notable:
GPT-5.5is listed in the docs table as New multiplier: TBD — the stored value of7.5is the current value and should be retained until the new value is published.Proposed Alias Updates
1. Add
gpt-5.5aliasWhat: New dedicated alias
gpt-5.5matching gpt-5.5 family models.Why:
gpt-5.5is now live in Copilot (multiplier 7.5, listed as "TBD" for new billing). Aliasesgpt-5.4,gpt-5.3,gpt-5.2exist for consistency;gpt-5.5should follow the same pattern. Currentlygpt-5broadly matches it viacopilot/gpt-5*, but an explicit alias allows workflows to pin to this generation.Syntax:
{ "gpt-5.5": ["copilot/gpt-5.5*", "openai/gpt-5.5*"] }2. Add
gpt-5.2aliasWhat: New dedicated alias
gpt-5.2matching gpt-5.2 family models.Why:
gpt-5.2andgpt-5.2-codexare live in Copilot. The other gpt-5.x generation aliases (gpt-5.3,gpt-5.4,gpt-5.5) already exist;gpt-5.2is missing for completeness.Syntax:
{ "gpt-5.2": ["copilot/gpt-5.2*", "openai/gpt-5.2*"] }3. Add
gemini-3.5-flashaliasWhat: New dedicated alias for Gemini 3.5 Flash.
Why:
gemini-3.5-flashis live in the Gemini API with a very high billing multiplier (14.0), making it distinct from other Flash models. The existinggemini-flashbroad alias matches it, but given the multiplier difference fromgemini-3-flash(0.33) andgemini-2.x-flash(0.1–0.2), a dedicated alias prevents accidental use by workflows usinggemini-flashexpecting low-cost flash models.Syntax:
{ "gemini-3.5-flash": ["copilot/gemini-3.5*flash*", "google/gemini-3.5*flash*", "gemini/gemini-3.5*flash*"] }Full Model Lists by Provider
Copilot (31 models)
Anthropic (9 models)
OpenAI (193 models — top production models)
Gemini (50 models — text/multimodal focused)
Notes
claude-opus-4-7vsclaude-opus-4.7: The Anthropic API returnsclaude-opus-4-7(dashes), whilemodel_multipliers.jsonstoresclaude-opus-4.7(dot notation) with the correct 27.0 multiplier. Consider adding the dash-variant key as an alias entry.gpt-3.5-turbo,gpt-4,gpt-4-0613,gpt-4-o-previeware present in the Copilot endpoint but have no billing docs table entry — these appear to be free-tier legacy models; no multiplier entries are proposed.gemini-flashalias cost warning: The broadgemini-flashalias now matchesgemini-3.5-flash(14.0 multiplier) alongside cheap 0.1–0.2 flash variants. Workflow authors should usegemini-3.5-flashexplicitly when targeting that model.