Summary
Daily model inventory analysis for 2026-05-11. Copilot API returned HTTP 400 (no API key configured), so only Anthropic, Gemini, and OpenAI were queried directly. Existing aliases provide good coverage for known families. Key findings: dated Anthropic model IDs (e.g. claude-haiku-4-5-20251001) are missing from model_multipliers.json; several Gemini *-latest aliases and specialty models lack multipliers; a new gemma alias would improve Gemma model coverage.
- Providers queried: Anthropic, Gemini, OpenAI, Copilot (error)
- Total models found: 261 (9 Anthropic, 50 Gemini, 202 OpenAI)
- Proposed alias changes: 1 (add
gemma)
- Multiplier gaps found: ~12
Provider Model Counts
| Provider |
Models Available |
Status |
| anthropic |
9 |
✅ ok |
| gemini |
50 |
✅ ok |
| openai |
202 |
✅ ok |
| copilot |
0 |
❌ HTTP 400 (API key not configured) |
Raw API Fields Discovered
Anthropic (anthropic-models/models.json):
id, display_name, created_at, type — no token limits or billing fields in this response (likely requires a different endpoint)
Gemini (gemini-models/models.json):
id, display_name, description — human-readable
input_token_limit, output_token_limit — useful proxy for model tier classification
supported_generation_methods — e.g. generateContent, generateAnswer, countTokens
version — internal version string
OpenAI (openai-models/models.json):
id, owned_by — minimal fields; no token limits or pricing in this response
- Model naming conventions (
-mini, -nano, -pro, .1, .2, etc.) encode tier/capability
Copilot Billing Docs (copilot-billing-multipliers/multipliers.json):
Model, Current multiplier, New multiplier — authoritative ET multiplier table from GitHub docs page
- All major Copilot-proxied models are listed with pending pricing changes
Token Multiplier Analysis
Missing from model_multipliers.json
| Model ID |
Provider |
Inferred Multiplier |
Basis |
claude-haiku-4-5-20251001 |
anthropic |
0.33 |
Dated variant of claude-haiku-4-5; billing docs list Haiku 4.5 = 0.33 |
claude-opus-4-20250514 |
anthropic |
5.0 |
Dated variant of claude-opus-4; matches stored claude-opus-4 = 5.0 |
claude-opus-4-1-20250805 |
anthropic |
5.0 |
Dated variant of claude-opus-4-1; matches stored claude-opus-4-1 = 5.0 |
claude-opus-4-5-20251101 |
anthropic |
15.0 |
Dated variant of claude-opus-4-5; billing docs list Opus 4.5 new = 15 |
claude-sonnet-4-20250514 |
anthropic |
1.0 |
Dated variant of claude-sonnet-4; matches stored = 1.0 |
claude-sonnet-4-5-20250929 |
anthropic |
6.0 |
Dated variant of claude-sonnet-4-5; billing docs list Sonnet 4.5 new = 6 |
gemini-flash-latest |
gemini |
0.2 |
Alias to current Gemini 2.5 Flash; inferred from token limits & Flash tier |
gemini-flash-lite-latest |
gemini |
0.1 |
Alias to current Gemini Flash Lite; inferred from Flash Lite tier |
gemini-pro-latest |
gemini |
1.0 |
Alias to current Gemini 2.5 Pro; inferred from Pro tier |
deep-research-pro-preview-12-2025 |
gemini |
1.0 |
Deep research Pro variant; in line with stored deep-research entries |
gemini-robotics-er-1.5-preview |
gemini |
~0.2 |
Experimental robotics model; similar input/output limits to 2.5 Flash |
gemini-robotics-er-1.6-preview |
gemini |
~0.2 |
Experimental robotics model; similar input/output limits to 2.5 Flash |
Stale entries (no longer returned by any API)
The following model IDs appear in model_multipliers.json but were not returned by any live provider API in this run. Note: Copilot was not queryable, so these may still be active there.
claude-3-5-haiku, claude-3-haiku (Anthropic — older generation)
claude-3-sonnet, claude-3-5-sonnet, claude-3-7-sonnet (Anthropic — older generations)
claude-3-opus, claude-3-5-opus (Anthropic — older generations)
gpt-4, gpt-4-turbo (OpenAI — not returned by this API listing; may still be accessible)
gemini-1.5-pro, gemini-1.5-flash (Gemini — older generation, not returned)
gemini-2.0-flash-lite (Gemini — returned as gemini-2.0-flash-lite-001 but not bare ID)
⚠️ These should not be removed until confirmed stale — they may still be valid Copilot proxy targets.
Inferred vs stored discrepancies
No discrepancies found between the official GitHub billing docs (New multiplier column) and model_multipliers.json for models present in both. All multipliers match.
Proposed Alias Updates
1. Add gemma alias
What: New alias gemma for Google's Gemma open models available via Gemini API.
Why: gemma-4-26b-a4b-it and gemma-4-31b-it are present in the Gemini API inventory and have entries in model_multipliers.json (0.1 and 0.2 respectively), but no alias covers them. The existing gemini-* patterns do not match gemma-* IDs.
Syntax:
{
"gemma": [
"copilot/gemma*",
"google/gemma*",
"gemini/gemma*"
]
}
Full Model Lists by Provider
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
Gemini (50 models — text/generation models only shown):
aqa
deep-research-max-preview-04-2026
deep-research-preview-04-2026
deep-research-pro-preview-12-2025
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-native-audio-preview-09-2025
gemini-2.5-flash-native-audio-preview-12-2025
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-live-preview
gemini-3.1-flash-tts-preview
gemini-3.1-pro-preview
gemini-3.1-pro-preview-customtools
gemini-embedding-001
gemini-embedding-2
gemini-embedding-2-preview
gemini-flash-latest
gemini-flash-lite-latest
gemini-pro-latest
gemini-robotics-er-1.5-preview
gemini-robotics-er-1.6-preview
gemma-4-26b-a4b-it
gemma-4-31b-it
nano-banana-pro-preview
(+ image/video/audio generation models)
OpenAI (202 models — notable text models):
gpt-4, gpt-4-turbo, gpt-4o, gpt-4o-mini
gpt-4.1, gpt-4.1-mini, gpt-4.1-nano
gpt-5, gpt-5-mini, gpt-5-nano, gpt-5-pro, gpt-5-codex
gpt-5.1, gpt-5.1-codex, gpt-5.1-codex-mini, gpt-5.1-codex-max
gpt-5.2, gpt-5.2-codex, gpt-5.2-pro
gpt-5.3-codex
gpt-5.4, gpt-5.4-mini, gpt-5.4-nano, gpt-5.4-pro
gpt-5.5, gpt-5.5-pro
o1, o1-pro, o3, o3-mini, o3-pro, o4-mini
o3-deep-research, o4-mini-deep-research
(+ audio, image, embedding, realtime, and alpha models)
Notes
- Copilot API unavailable: The Copilot API returned HTTP 400. Many models in
model_multipliers.json are Copilot proxy models; their presence cannot be verified this run.
- Dated Anthropic IDs: Anthropic's API returns versioned IDs like
claude-haiku-4-5-20251001. Consider adding these to model_multipliers.json as aliases for the base IDs (e.g. claude-haiku-4-5-20251001 → 0.33).
gemini-*-latest pointers: These are pointer aliases; their multiplier should match whatever model they currently resolve to (tracked by Gemini).
nano-banana-pro-preview: Likely an internal/experimental Gemini model; no multiplier recommended until stable.
- GPT-5.5 multiplier: Billing docs list "TBD" for New multiplier; current stored value of 7.5 is based on Current multiplier and should be revisited when Google finalizes pricing.
- All existing alias patterns are well-formed:
sonnet, haiku, opus, gpt-5*, reasoning, gemini-flash, gemini-pro, deep-research all cover live models correctly.
Generated by Daily Model Inventory Checker · ● 7.8M · ◷
Summary
Daily model inventory analysis for 2026-05-11. Copilot API returned HTTP 400 (no API key configured), so only Anthropic, Gemini, and OpenAI were queried directly. Existing aliases provide good coverage for known families. Key findings: dated Anthropic model IDs (e.g.
claude-haiku-4-5-20251001) are missing frommodel_multipliers.json; several Gemini*-latestaliases and specialty models lack multipliers; a newgemmaalias would improve Gemma model coverage.gemma)Provider Model Counts
Raw API Fields Discovered
Anthropic (
anthropic-models/models.json):id,display_name,created_at,type— no token limits or billing fields in this response (likely requires a different endpoint)Gemini (
gemini-models/models.json):id,display_name,description— human-readableinput_token_limit,output_token_limit— useful proxy for model tier classificationsupported_generation_methods— e.g.generateContent,generateAnswer,countTokensversion— internal version stringOpenAI (
openai-models/models.json):id,owned_by— minimal fields; no token limits or pricing in this response-mini,-nano,-pro,.1,.2, etc.) encode tier/capabilityCopilot Billing Docs (
copilot-billing-multipliers/multipliers.json):Model,Current multiplier,New multiplier— authoritative ET multiplier table from GitHub docs pageToken Multiplier Analysis
Missing from model_multipliers.json
claude-haiku-4-5-20251001claude-haiku-4-5; billing docs list Haiku 4.5 = 0.33claude-opus-4-20250514claude-opus-4; matches storedclaude-opus-4= 5.0claude-opus-4-1-20250805claude-opus-4-1; matches storedclaude-opus-4-1= 5.0claude-opus-4-5-20251101claude-opus-4-5; billing docs list Opus 4.5 new = 15claude-sonnet-4-20250514claude-sonnet-4; matches stored = 1.0claude-sonnet-4-5-20250929claude-sonnet-4-5; billing docs list Sonnet 4.5 new = 6gemini-flash-latestgemini-flash-lite-latestgemini-pro-latestdeep-research-pro-preview-12-2025gemini-robotics-er-1.5-previewgemini-robotics-er-1.6-previewStale entries (no longer returned by any API)
The following model IDs appear in
model_multipliers.jsonbut were not returned by any live provider API in this run. Note: Copilot was not queryable, so these may still be active there.claude-3-5-haiku,claude-3-haiku(Anthropic — older generation)claude-3-sonnet,claude-3-5-sonnet,claude-3-7-sonnet(Anthropic — older generations)claude-3-opus,claude-3-5-opus(Anthropic — older generations)gpt-4,gpt-4-turbo(OpenAI — not returned by this API listing; may still be accessible)gemini-1.5-pro,gemini-1.5-flash(Gemini — older generation, not returned)gemini-2.0-flash-lite(Gemini — returned asgemini-2.0-flash-lite-001but not bare ID)Inferred vs stored discrepancies
No discrepancies found between the official GitHub billing docs (New multiplier column) and
model_multipliers.jsonfor models present in both. All multipliers match.Proposed Alias Updates
1. Add
gemmaaliasWhat: New alias
gemmafor Google's Gemma open models available via Gemini API.Why:
gemma-4-26b-a4b-itandgemma-4-31b-itare present in the Gemini API inventory and have entries inmodel_multipliers.json(0.1 and 0.2 respectively), but no alias covers them. The existinggemini-*patterns do not matchgemma-*IDs.Syntax:
{ "gemma": [ "copilot/gemma*", "google/gemma*", "gemini/gemma*" ] }Full Model Lists by Provider
Anthropic (9 models):
Gemini (50 models — text/generation models only shown):
OpenAI (202 models — notable text models):
Notes
model_multipliers.jsonare Copilot proxy models; their presence cannot be verified this run.claude-haiku-4-5-20251001. Consider adding these tomodel_multipliers.jsonas aliases for the base IDs (e.g.claude-haiku-4-5-20251001→ 0.33).gemini-*-latestpointers: These are pointer aliases; their multiplier should match whatever model they currently resolve to (tracked by Gemini).nano-banana-pro-preview: Likely an internal/experimental Gemini model; no multiplier recommended until stable.sonnet,haiku,opus,gpt-5*,reasoning,gemini-flash,gemini-pro,deep-researchall cover live models correctly.