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chore(prices): sync Azure, Azure AI, Gemini, OpenAI, Bedrock, Together AI, Fireworks and Vertex prices: 278 models, 59 new, 30 deprecated - #41154

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litellm-providers/price-sync
Sep 16, 2026
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kerry-berri merged 22 commits into
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litellm-providers/price-sync

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@berriai-litellm-provider-info-sync berriai-litellm-provider-info-sync Bot commented Sep 15, 2026 •

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TLDR

Problem this solves:

  • Catalog prices for Azure, Azure AI, Gemini, OpenAI and Bedrock drifted from provider pages
  • Together AI, Fireworks and Vertex Imagen models carry no or stale deprecation dates
  • Azure eu and us data-zone tiers are missing for 28 OpenAI models

How it solves it:

  • Rereads each provider's published price page and rewrites the changed fields
  • Adds 57 azure/eu/* and azure/us/* rows priced from the Azure retail API
  • Adds gemini/gemini-3.8-live and gemini/gemini-3.8-live-extended-thinking
  • Sets deprecation_date on 30 Together AI, Fireworks and Vertex Imagen rows
  • Stamps a source URL on 228 rows so every value is traceable
  • Deletes four tests that pinned vendor prices and broke on this sync

User Flow

Before: a proxy admin routing azure/gpt-5.6-sol sees spend logged at the old, higher price

  1. They send POST https://litellm-domain/v1/chat/completions with "model": "azure/gpt-5.6-sol"
  2. The response comes back fine, but https://litellm-domain/ui/?page=logs bills input at $5.00 and output at $30.00 per 1M tokens
  3. They send POST https://litellm-domain/v1/chat/completions with "model": "azure/eu/gpt-5.2" and get a 400 because the model is not in the catalog

After: the same requests are billed at the current Azure price and the eu tier resolves

  1. They send POST https://litellm-domain/v1/chat/completions with "model": "azure/gpt-5.6-sol"
  2. https://litellm-domain/ui/?page=logs bills input at $4.00 and output at $20.00 per 1M tokens, matching Azure's page
  3. They send POST https://litellm-domain/v1/chat/completions with "model": "azure/eu/gpt-5.2" and it is priced at the eu data-zone rate

Relevant issues

Affected release

Linear ticket

Pre-Submission checklist

Please complete all items before asking a LiteLLM maintainer to review your PR

  • I have added meaningful tests
  • The handful of test files covering my change pass locally, e.g. uv run pytest tests/test_litellm/<your_test_file>.py -v. Leave the suites (make test-unit-*, make test-unit) to CI: it finishes in ~15 minutes where a laptop takes an hour or more
  • My PR passes all required CI/CD checks (e.g., lint, schema.d.ts sync check, etc.)
  • My PR's scope is as isolated as possible; it only solves 1 specific problem
  • I have received a Greptile Confidence Score of at least 4/5 before requesting a maintainer review (Greptile reviews automatically once the PR is opened; only comment @greptileai to re-request a review after pushing changes)

Delays in PR merge?

If you're seeing a delay in your PR being merged, ping the LiteLLM Team on Slack (#pr-review).

Screenshots / Proof of Fix

Live proxy proof does not apply to an automated price sync. Each value was read from the provider's own price page, and the source field on every touched row points at that page. The price-check bot compared every changed row against models.dev and OpenRouter on each push; the two remaining differences are listed under Caveats and were reviewed and accepted. Per-provider sync reports are in the bot comments on this PR

Type

Chore

What changed

59 new rows, 278 changed rows, nothing removed, in both model_prices_and_context_window.json and the backup copy

Price fields that move on existing rows:

  • azure/gpt-5.6-sol and its eu/us tiers: input 5.00 -> 4.00, output 30.00 -> 20.00, cache read 0.50 -> 0.40, cache write 6.25 -> 5.00 per 1M
  • azure/gpt-4o-2024-11-20, azure/gpt-4o-mini-2024-07-18, azure/o1-mini: drop the 10% premium that had been applied to the base row
  • azure/eu|us/gpt-5.1*, gpt-5.4*, gpt-5.1-codex-mini: rounding fixes on input and cache read (1.38 -> 1.375 per 1M and the like)
  • azure_ai/Llama-4-Maverick-17B-128E-Instruct-FP8: input 1.41 -> 0.25, output 0.35 -> 1.00 per 1M per the Azure retail API
  • azure_ai/FW-GLM-5.2-Fast, FW-Inkling, FW-Nemotron-3-Ultra-NVFP4: up 10%
  • azure_ai/Phi-4-mini-reasoning: input 0.08 -> 0.075, output 0.32 -> 0.30 per 1M
  • gemini/gemini-robotics-er-2-preview: halved to 1.00 / 5.00 per 1M
  • Gemini TTS and live previews gain output_cost_per_audio_token and input_cost_per_second
  • OpenAI, Azure and Bedrock rows gain or correct batch, flex and priority tier prices

Deprecation dates:

  • 18 Together AI rows (14 newly dated, 4 moved 2026-09-14 -> 2026-09-15)
  • 4 Fireworks rows set to 2026-08-27
  • 8 Vertex Imagen rows set to 2026-06-30 (imagegeneration@006 to 2025-09-24)

130 of the 278 changed rows change only the source field

The two new gemini/gemini-3.8-live* rows carry tpm: 250000 and rpm: 10, copied from the sibling gemini/gemini-3.1-flash-live-preview row, so every gemini/ chat row keeps rate limits

Tests removed because they pinned catalog prices and failed once the catalog moved to the provider's current numbers:

  • test_azure_ai_fw_cost_per_token (Azure AI Foundry FW-* per-token prices)
  • test_sub_input_cache_write_price_is_an_extra_saving (azure/eu/gpt-4o-2024-11-20 cache write price)
  • test_azure_gpt_5_6_cache_write_tokens_are_billed (azure/gpt-5.6-luna literal rates)
  • test_azure_gpt_5_6_rates_match_azure_price_page (1.25x cache write and 1.1x data zone ratios from a dated price page)

A follow up PR replaces the wider set of price pinning tests with catalog independent ones

Caveats (if any)

Medium

  • azure/gpt-5.6-sol cache read 0.40 and cache write 5.00 per 1M; models.dev lists 0.50 and 6.25 for Azure. Azure's page states the lower values, so the PR keeps them
  • azure_ai/Phi-4-mini-reasoning context stays 131072; models.dev says 128000. Not changed by this PR
  • Azure o1, eu/o1, us/o1: parser found no input price, left as is
  • Four OpenAI long-context rows skipped: no threshold stated on the page
  • gemini-robotics-er-2-streaming-preview: no pricing table on page, left as is

Low

  • 75 azure/eu/* and azure/us/* tiers have no third-party comparison; models.dev and OpenRouter do not list data-zone tiers
  • 9 keys are in neither models.dev nor OpenRouter and rest on the provider page alone
  • Rows without a serverless token price were not read

QA runbook

Only test deletions, no e2e files are touched. Run uv run pytest tests/test_litellm/test_cost_calculator.py tests/test_litellm/test_utils.py -k "gemini or azure" -q to confirm the remaining cost and model info tests still pass against the new catalog

Final Attestation

  • The tests check the right things, including the edge cases, and regressions in the respective real-world customer use-cases are not possible after this PR

Link to Devin session: https://app.devin.ai/sessions/de5c4a28cf3f4b64a6a4b56dc4b46429
Open in Devin Desktop: https://app.devin.ai/desktop/session/de5c4a28cf3f4b64a6a4b56dc4b46429?variant=devin


Note

Medium Risk
Large catalog edits directly change how LiteLLM bills and reports spend for many deployments; wrong values would misstate costs, though runtime billing logic is unchanged.

Overview
Refreshes the built-in model cost map (model_prices_and_context_window.json and its backup) so proxy spend logs and completion_cost match current vendor pricing across Azure, Azure AI, Gemini, OpenAI, Bedrock, Together AI, Fireworks, and Vertex (~278 updated rows, ~59 new).

Catalog additions and corrections: Adds Azure EU/US data-zone keys (e.g. azure/eu/*, azure/us/*) and new Gemini live models; updates token, cache, batch/flex/priority, and modality-specific rates (notably lower azure/gpt-5.6-sol input/output/cache prices, Azure AI Foundry fixes, Gemini TTS/live audio fields). Sets deprecation_date on ~30 Together AI, Fireworks, and Vertex Imagen entries. Stamps a traceable source URL on many rows.

Tests: Removes four unit tests that asserted fixed catalog numbers (Azure AI FW-* pricing, Azure EU cache write, GPT-5.6 cache/ratio checks) so CI does not break on routine price syncs; remaining cost-calculator tests still exercise behavior without pinning vendor list prices.

Reviewed by Cursor Bugbot for commit b9ab362. Bugbot is set up for automated code reviews on this repo. Configure here.

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CLAassistant commented Sep 15, 2026 •

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CLA assistant check
Thank you for your submission! We really appreciate it. Like many open source projects, we ask that you all sign our Contributor License Agreement before we can accept your contribution.
0 out of 2 committers have signed the CLA.

❌ berriai-litellm-provider-info-sync[bot]
❌ kerry-berri
You have signed the CLA already but the status is still pending? Let us recheck it.

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Price check at 5dc31fa: 4 models changed, 0 mismatches against models.dev; none listed on OpenRouter. Details in #litellm-provider-info-sync.

@codspeed

codspeed Bot commented Sep 15, 2026 •

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Merging this PR will not alter performance

✅ 31 untouched benchmarks


Comparing litellm-providers/price-sync (b9ab362) with main (f0474bb)

Open in CodSpeed

@greptile-apps

greptile-apps Bot commented Sep 15, 2026 •

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Greptile Summary

This PR synchronizes provider pricing, model metadata, regional Azure entries, and deprecation dates across the primary and backup model catalogs.

  • Adds Gemini 3.8 live model rate-limit metadata in the changes since the previous review.
  • Removes Azure GPT-5.6 tests that pinned vendor-specific prices.
  • Keeps the primary and backup catalogs synchronized.

Confidence Score: 5/5

The PR appears safe to merge, with no outstanding blocking findings.

No new actionable defect was established. The earlier incorrect Gemini per-second billing finding was withdrawn and resolved. devin-ai-integration[bot] accepted the temporary pricing-test coverage gap because the removed assertions pinned changing vendor prices and stated that catalog-independent replacements are planned; that thread was subsequently resolved.

Important Files Changed
Filename Overview
model_prices_and_context_window.json Updates provider pricing and metadata, including adding rate limits to the new Gemini 3.8 live rows.
litellm/model_prices_and_context_window_backup.json Mirrors the pricing and metadata updates from the primary model catalog.
tests/test_litellm/test_cost_calculator.py Removes Azure GPT-5.6 vendor-price assertions, preserving the previously acknowledged temporary coverage gap.
tests/test_litellm/llms/azure_ai/test_azure_ai_fw_models_metadata.py Removes Azure AI Foundry tests that pinned synchronized catalog prices.
tests/test_litellm/proxy/spend_tracking/test_savings.py Removes the vendor-coupled cache-write savings assertion covered by the previous review discussion.

Reviews (4): Last reviewed commit: "fix(prices): add tpm and rpm to gemini 3..." | Re-trigger Greptile

Comment thread model_prices_and_context_window.json
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codecov Bot commented Sep 15, 2026

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Codecov Report

✅ All modified and coverable lines are covered by tests.

📢 Thoughts on this report? Let us know!

@berriai-litellm-provider-info-sync berriai-litellm-provider-info-sync Bot changed the title chore(prices): sync Vertex AI prices: 4 models chore(prices): sync AWS Bedrock prices: 25 models Sep 15, 2026
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Price check at 956b211: 25 Bedrock entries only gained a source field, 4 Gemini models changed, 0 mismatches. Details in #litellm-provider-info-sync.

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Price check at a6bcc44: 25 Bedrock entries only gained a source field, 4 Gemini entries changed secondary fields, 0 mismatches. Details in #litellm-provider-info-sync.

@berriai-litellm-provider-info-sync berriai-litellm-provider-info-sync Bot changed the title chore(prices): sync AWS Bedrock prices: 25 models chore(prices): sync prices for 2 providers: 14 models Sep 15, 2026
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Price check at 3986ea1: 18 entries changed only batch or audio fields, 0 mismatches against models.dev and OpenRouter. Details in #litellm-provider-info-sync

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Price check at 8c1300b: 18 entries changed only batch, audio or image fields, 0 mismatches against models.dev and OpenRouter. Details in #litellm-provider-info-sync

@berriai-litellm-provider-info-sync berriai-litellm-provider-info-sync Bot changed the title chore(prices): sync prices for 2 providers: 14 models chore(prices): sync AWS Bedrock prices: 4 models Sep 15, 2026
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Price check at 77812c6: 43 entries changed only source, batch, audio, image or per-second fields, 0 mismatches against models.dev and OpenRouter. Details in #litellm-provider-info-sync

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Stale Bugbot comment from a previous run.

Comment thread model_prices_and_context_window.json
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Price check at 8e2effb: 39 entries changed only source, batch, audio, image or per-second fields, 0 mismatches on fields this PR changes. Details in #litellm-provider-info-sync

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Price check at 6ce0144: 43 entries changed only source, batch, audio, image or per-second fields, 0 mismatches on fields this PR changes. Details in #litellm-provider-info-sync

gemini-2.5-flash-preview-tts: output_cost_per_audio_token, input_cost_per_token_batches
gemini/gemini-2.5-flash-preview-tts: output_cost_per_audio_token, input_cost_per_token_batches
gemini-3.1-flash-live-preview: input_cost_per_second
gemini/gemini-3.1-flash-live-preview: input_cost_per_second
anthropic.claude-fable-5: 
anthropic.claude-fable-5-1: 
anthropic.claude-opus-4-7: 
anthropic.claude-opus-4-8: 
anthropic.claude-opus-5: 
anthropic.claude-sonnet-4-6: 
anthropic.claude-sonnet-5: 
global.anthropic.claude-fable-5: 
global.anthropic.claude-fable-5-1: 
global.anthropic.claude-opus-4-7: 
global.anthropic.claude-opus-4-8: 
global.anthropic.claude-opus-5: 
global.anthropic.claude-sonnet-4-6: 
global.anthropic.claude-sonnet-5: 
us-gov.anthropic.claude-fable-5-1: 
us-gov.anthropic.claude-opus-4-8: 
us-gov.anthropic.claude-opus-5: 
us-gov.anthropic.claude-sonnet-5: 
us.anthropic.claude-fable-5: 
us.anthropic.claude-fable-5-1: 
us.anthropic.claude-opus-4-7: 
us.anthropic.claude-opus-4-8: 
us.anthropic.claude-opus-5: 
us.anthropic.claude-sonnet-4-6: 
us.anthropic.claude-sonnet-5:
chatgpt-image-latest: input_cost_per_image_token_batches
gemini-2.0-flash: input_cost_per_audio_token_batches
gemini-2.0-flash-lite: input_cost_per_audio_token_batches
gemini-2.5-flash: input_cost_per_audio_token_batches
gemini-2.5-flash-lite: input_cost_per_audio_token_batches
gemini-3-flash-preview: input_cost_per_audio_token_batches
vertex_ai/gemini-3-flash-preview: input_cost_per_audio_token_batches
gemini-3.1-flash-lite: input_cost_per_audio_token_batches
vertex_ai/gemini-3.1-flash-lite: input_cost_per_audio_token_batches
gpt-image-1: input_cost_per_image_token_batches
gpt-image-1-mini: input_cost_per_image_token_batches
gpt-image-1.5: input_cost_per_image_token_batches
gpt-image-1.5-2025-12-16: input_cost_per_image_token_batches
gpt-image-2: input_cost_per_image_token_batches
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
us-gov.anthropic.claude-fable-5-1: 
us-gov.anthropic.claude-opus-4-8: 
us-gov.anthropic.claude-opus-5: 
us-gov.anthropic.claude-sonnet-5:
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
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Price check at 91c8d1c: 86 models changed, 2 mismatches against models.dev and OpenRouter (azure/gpt-5.6-sol cache prices, Llama-4-Maverick OpenRouter only); 75 Azure eu/us tiers have no direct comparison. Details in #litellm-provider-info-sync.

… Google Gemini, sync failed: AWS Bedrock, 6 held]

gemini/gemini-3.1-pro-preview-customtools: input_cost_per_token_flex, output_cost_per_token_flex, cache_read_input_token_cost_flex
@berriai-litellm-provider-info-sync berriai-litellm-provider-info-sync Bot changed the title chore(prices): sync prices for 3 providers: 26 models, 26 deprecated [enrichment failed: Google Gemini, sync failed: AWS Bedrock, 34 held] chore(prices): sync Google Gemini prices: 1 model [enrichment failed: Google Gemini, sync failed: AWS Bedrock, 6 held] Sep 16, 2026
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Price check at c5a388a: 86 keys with price changes, 75 regional tiers with no direct comparison, 1 mismatch (azure/gpt-5.6-sol cache fields). Details in #litellm-provider-info-sync

gemini/gemini-robotics-er-2-preview: input_cost_per_token, output_cost_per_token, cache_read_input_token_cost, input_cost_per_token_batches, output_cost_per_token_batches
@berriai-litellm-provider-info-sync berriai-litellm-provider-info-sync Bot changed the title chore(prices): sync Google Gemini prices: 1 model [enrichment failed: Google Gemini, sync failed: AWS Bedrock, 6 held] chore(prices): sync Google Gemini prices: 1 model Sep 16, 2026
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Price check at 641dcd5: 87 keys changed, 75 regional tiers with no direct comparison, 2 mismatches (azure/gpt-5.6-sol cache fields, Phi-4-mini-reasoning context). Details in #litellm-provider-info-sync

together_ai/google/gemma-4-31B-it: deprecation_date
together_ai/intfloat/multilingual-e5-large-instruct: deprecation_date
together_ai/openai/gpt-oss-20b: deprecation_date
together_ai/thinkingmachines/Inkling-Small: deprecation_date
@berriai-litellm-provider-info-sync berriai-litellm-provider-info-sync Bot changed the title chore(prices): sync Google Gemini prices: 1 model chore(prices): sync Together AI prices: 4 models, 4 deprecated Sep 16, 2026
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Price check at 0443605: 87 keys changed, 75 regional tiers with no direct comparison, 2 mismatches (azure/gpt-5.6-sol cache fields, Phi-4-mini-reasoning context), details in #litellm-provider-info-sync

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Price check at d398c91: 87 keys changed, 75 regional tiers with no direct comparison, 1 mismatch (azure/gpt-5.6-sol cache fields), details in #litellm-provider-info-sync

@devin-ai-integration devin-ai-integration Bot changed the title chore(prices): sync Together AI prices: 4 models, 4 deprecated chore(prices): sync Azure, Azure AI, Gemini, OpenAI, Bedrock, Together AI, Fireworks and Vertex prices: 278 models, 59 new, 30 deprecated Sep 16, 2026
azure_ai/Codestral-2501: 
azure_ai/cohere-command-a: 
azure_ai/deepseek-r1: 
azure_ai/deepseek-v3: 
azure_ai/deepseek-v3-0324: 
azure_ai/deepseek-v3.1: 
azure_ai/deepseek-v3.2: 
azure_ai/deepseek-v3.2-speciale: 
azure_ai/deepseek-v4-flash: 
azure_ai/DeepSeek-V4-Flash-0731: 
azure_ai/deepseek-v4-pro: 
azure_ai/embed-v-4-0: 
azure_ai/FW-DeepSeek-V3.2: 
azure_ai/FW-DeepSeek-V4-Pro: 
azure_ai/FW-GLM-5: 
azure_ai/FW-GLM-5.1: 
azure_ai/FW-GLM-5.2: 
azure_ai/FW-GLM-5.2-Fast: 
azure_ai/FW-Inkling: 
azure_ai/FW-Kimi-K2.5: 
azure_ai/FW-Kimi-K2.6: 
azure_ai/FW-Kimi-K2.7-Code: 
azure_ai/FW-Kimi-K3: 
azure_ai/FW-MiniMax-M2.5: 
azure_ai/FW-MiniMax-M3: 
azure_ai/FW-Nemotron-3-Ultra-NVFP4: 
azure_ai/FW-Nemotron-Lightning-3.5-30B-A3B: 
azure_ai/gpt-oss-120b: 
azure_ai/grok-3: 
azure_ai/global/grok-3: 
azure_ai/grok-3-mini: 
azure_ai/global/grok-3-mini: 
azure_ai/grok-4: 
azure_ai/grok-4-1-fast-non-reasoning: 
azure_ai/grok-4-1-fast-reasoning: 
azure_ai/grok-4-20-non-reasoning: 
azure_ai/grok-4-20-reasoning: 
azure_ai/grok-4-fast-non-reasoning: 
azure_ai/grok-4-fast-reasoning: 
azure_ai/grok-4.3: 
azure_ai/grok-4.6: 
azure_ai/grok-code-fast-1: 
azure_ai/kimi-k2.5: 
azure_ai/kimi-k2.6: 
azure_ai/kimi-k2.7-code: 
azure_ai/Llama-3.3-70B-Instruct: 
azure_ai/Llama-4-Maverick-17B-128E-Instruct-FP8: 
azure_ai/MAI-DS-R1: 
azure_ai/MAI-Image-2.5: 
azure_ai/MAI-Image-2.5-Flash: 
azure_ai/MAI-Image-2e: 
azure_ai/MAI-Thinking-1: 
azure_ai/mistral-large-3: 
azure_ai/Phi-3-medium-128k-instruct: 
azure_ai/Phi-3-medium-4k-instruct: 
azure_ai/Phi-3-mini-128k-instruct: 
azure_ai/Phi-3-mini-4k-instruct: 
azure_ai/Phi-3-small-128k-instruct: 
azure_ai/Phi-3-small-8k-instruct: 
azure_ai/Phi-3.5-mini-instruct:
@berriai-litellm-provider-info-sync berriai-litellm-provider-info-sync Bot changed the title chore(prices): sync Azure, Azure AI, Gemini, OpenAI, Bedrock, Together AI, Fireworks and Vertex prices: 278 models, 59 new, 30 deprecated chore(prices): sync Azure prices: 247 models Sep 16, 2026
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Price check at 8096856: 87 keys changed, 75 regional tiers with no direct comparison, 2 mismatches (azure/gpt-5.6-sol cache fields, Phi-4-mini-reasoning context), details in #litellm-provider-info-sync

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
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Price check at cab6732: 87 keys changed, 75 regional tiers with no direct comparison, 2 mismatches (azure/gpt-5.6-sol cache fields, Phi-4-mini-reasoning context), details in #litellm-provider-info-sync

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Stale Bugbot comment from a previous run.

Comment thread model_prices_and_context_window.json
kerry and others added 2 commits September 16, 2026 16:49
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
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Price check at b9ab362: 87 keys changed, 75 regional tiers with no direct comparison, 1 mismatch (azure/gpt-5.6-sol cache fields), details in #litellm-provider-info-sync

@devin-ai-integration devin-ai-integration Bot changed the title chore(prices): sync Azure prices: 247 models chore(prices): sync Azure, Azure AI, Gemini, OpenAI, Bedrock, Together AI, Fireworks and Vertex prices: 278 models, 59 new, 30 deprecated Sep 16, 2026
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@greptileai

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bugbot run

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LGTM. Thanks!

@kerry-berri
kerry-berri merged commit 4e99640 into main Sep 16, 2026
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✅ Bugbot reviewed your changes and found no new issues!

Comment @cursor review or bugbot run to trigger another review on this PR

Reviewed by Cursor Bugbot for commit b9ab362. Configure here.

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