[GLA-2952] Update audio_to_llm and summarization sections#117
Conversation
|
Warning Rate limit exceeded
To keep reviews running without waiting, you can enable usage-based add-on for your organization. This allows additional reviews beyond the hourly cap. Account admins can enable it under billing. ⌛ How to resolve this issue?After the wait time has elapsed, a review can be triggered using the We recommend that you space out your commits to avoid hitting the rate limit. 🚦 How do rate limits work?CodeRabbit enforces hourly rate limits for each developer per organization. Our paid plans have higher rate limits than the trial, open-source and free plans. In all cases, we re-allow further reviews after a brief timeout. Please see our FAQ for further information. ℹ️ Review info⚙️ Run configurationConfiguration used: defaults Review profile: CHILL Plan: Pro Run ID: 📒 Files selected for processing (1)
📝 WalkthroughWalkthroughRewrote audio-to-llm docs into a full product guide (execution flow, request/response shape, prompts, model selection, examples, pricing). Updated summarization docs to set default model, allow model override, update examples, and add pricing/context window details. Changes
Sequence Diagram(s)sequenceDiagram
participant Client as Client
participant Ingest as Audio Ingest / Transcription
participant Orchestrator as Audio-to-LLM Orchestrator
participant LLM as LLM (OpenRouter / GPT-5.4-nano)
Client->>Ingest: Upload audio / start live stream
Ingest->>Orchestrator: Transcription (transcript text)
Orchestrator->>Orchestrator: For each prompt in audio_to_llm_config.prompts (in-order)
Orchestrator->>LLM: Send prompt + transcript (model per-config or default)
LLM-->>Orchestrator: Response (per-prompt)
Orchestrator-->>Client: Aggregate `results` array with per-prompt outputs
Estimated code review effort🎯 2 (Simple) | ⏱️ ~10 minutes Suggested reviewers
Poem
🚥 Pre-merge checks | ✅ 5✅ Passed checks (5 passed)
✏️ Tip: You can configure your own custom pre-merge checks in the settings. ✨ Finishing Touches🧪 Generate unit tests (beta)
Thanks for using CodeRabbit! It's free for OSS, and your support helps us grow. If you like it, consider giving us a shout-out. Comment |
|
Preview deployment for your docs. Learn more about Mintlify Previews.
💡 Tip: Enable Workflows to automatically generate PRs for you. |
![coderabbitai[bot]](https://avatars.githubusercontent.com/in/347564?s=60&v=4){kind=small}
There was a problem hiding this comment.
Actionable comments posted: 1
Caution
Some comments are outside the diff and can’t be posted inline due to platform limitations.
⚠️ Outside diff range comments (1)
chapters/audio-intelligence/summarization.mdx (1)
38-62:⚠️ Potential issue | 🟡 MinorInvalid JSON: trailing comma after
"model"in both examples.Lines 44 and 54 end the last property with a trailing comma, which is not valid JSON. Users copy-pasting these snippets into a strict JSON parser will get a syntax error.
🔧 Proposed fix
"summarization_config": { "type": "concise", - "model": "openai/gpt-5.4-nano", + "model": "openai/gpt-5.4-nano" }"summarization_config": { "type": "concise", - "model": "openai/gpt-5.4-nano", + "model": "openai/gpt-5.4-nano" }🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed. In `@chapters/audio-intelligence/summarization.mdx` around lines 38 - 62, The JSON examples inside the CodeGroup contain invalid trailing commas after the "model" property in both the Pre-recorded block under "summarization_config" and the Live block under "post_processing" -> "summarization_config"; remove the trailing commas after "openai/gpt-5.4-nano" in both places so the "summarization_config" objects are valid JSON (verify the surrounding braces remain correct and no other trailing commas exist).
🤖 Prompt for all review comments with AI agents
Verify each finding against the current code and only fix it if needed.
Inline comments:
In `@chapters/audio-intelligence/summarization.mdx`:
- Around line 88-94: Update the "Anthropic: Claude Opus 4.7" table row so the
pricing matches OpenRouter's listing (input $5/M, output $25/M) instead of the
current $19.50/$97.50; locate the row by the model label "Anthropic: Claude Opus
4.7" or config token `anthropic/claude-opus-4.7` and change the Input and Output
columns accordingly in both files where the row appears (summarization.mdx and
audio-to-llm.mdx).
---
Outside diff comments:
In `@chapters/audio-intelligence/summarization.mdx`:
- Around line 38-62: The JSON examples inside the CodeGroup contain invalid
trailing commas after the "model" property in both the Pre-recorded block under
"summarization_config" and the Live block under "post_processing" ->
"summarization_config"; remove the trailing commas after "openai/gpt-5.4-nano"
in both places so the "summarization_config" objects are valid JSON (verify the
surrounding braces remain correct and no other trailing commas exist).
🪄 Autofix (Beta)
Fix all unresolved CodeRabbit comments on this PR:
- Push a commit to this branch (recommended)
- Create a new PR with the fixes
ℹ️ Review info
⚙️ Run configuration
Configuration used: defaults
Review profile: CHILL
Plan: Pro
Run ID: 2b87911a-bfef-4fa6-907d-c9ea39c2d757
📒 Files selected for processing (2)
chapters/audio-intelligence/audio-to-llm.mdxchapters/audio-intelligence/summarization.mdx
There was a problem hiding this comment.
Actionable comments posted: 1
Caution
Some comments are outside the diff and can’t be posted inline due to platform limitations.
⚠️ Outside diff range comments (1)
chapters/audio-intelligence/summarization.mdx (1)
39-61:⚠️ Potential issue | 🟡 MinorInvalid JSON: trailing comma after
"model"value.Both the Pre-recorded and Live examples end the
summarization_configobject with a trailing comma ("model": "openai/gpt-5.4",before the closing}), which is invalid JSON and will fail for users who copy-paste these snippets into a strict JSON parser.🔧 Proposed fix
"summarization_config": { "type": "concise", - "model": "openai/gpt-5.4", + "model": "openai/gpt-5.4" }"summarization_config": { "type": "concise", - "model": "openai/gpt-5.4", + "model": "openai/gpt-5.4" }🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed. In `@chapters/audio-intelligence/summarization.mdx` around lines 39 - 61, Remove the trailing commas after the "model" entries in both code examples so the JSON becomes valid: update the Pre-recorded snippet's summarization_config and the Live snippet's post_processing.summarization_config by deleting the comma after "openai/gpt-5.4" and ensure each object closes cleanly (no dangling commas).
🤖 Prompt for all review comments with AI agents
Verify each finding against the current code and only fix it if needed.
Inline comments:
In `@chapters/audio-intelligence/audio-to-llm.mdx`:
- Line 137: Update the pricing intro sentence "The input provided to the LLM is
the full transcription" in chapters/audio-intelligence/audio-to-llm.mdx to
clarify that audio-to-LLM billing includes the full transcript plus each prompt
sent to the model, and that prompts are billed once per prompt; explicitly note
that costs scale with number of prompts so users can estimate per-1M-token
pricing correctly.
---
Outside diff comments:
In `@chapters/audio-intelligence/summarization.mdx`:
- Around line 39-61: Remove the trailing commas after the "model" entries in
both code examples so the JSON becomes valid: update the Pre-recorded snippet's
summarization_config and the Live snippet's post_processing.summarization_config
by deleting the comma after "openai/gpt-5.4" and ensure each object closes
cleanly (no dangling commas).
🪄 Autofix (Beta)
Fix all unresolved CodeRabbit comments on this PR:
- Push a commit to this branch (recommended)
- Create a new PR with the fixes
ℹ️ Review info
⚙️ Run configuration
Configuration used: defaults
Review profile: CHILL
Plan: Pro
Run ID: b340751e-0889-4711-850f-c4fb83fa2f72
📒 Files selected for processing (2)
chapters/audio-intelligence/audio-to-llm.mdxchapters/audio-intelligence/summarization.mdx
|
A few feedbacks:
|
There was a problem hiding this comment.
Actionable comments posted: 1
Caution
Some comments are outside the diff and can’t be posted inline due to platform limitations.
⚠️ Outside diff range comments (1)
chapters/audio-intelligence/summarization.mdx (1)
39-61:⚠️ Potential issue | 🔴 CriticalInvalid JSON: trailing comma after the new
"model"field in both examples.Lines 44 and 54 add
"model": "openai/gpt-5.4",immediately before the closing}. Standard JSON does not allow trailing commas, so users who copy-paste these snippets verbatim into a JSON-validating client will get parse errors.Note: the model identifier
openai/gpt-5.4here also doesn't match the documented defaultopenai/gpt-5.4-nano— confirm this is intentional (showing an override) or align both.🔧 Proposed fix
```json Pre-recorded { "summarization": true, "summarization_config": { "type": "concise", - "model": "openai/gpt-5.4", + "model": "openai/gpt-5.4" } }{ "post_processing": { "summarization": true, "summarization_config": { "type": "concise", - "model": "openai/gpt-5.4", + "model": "openai/gpt-5.4" } }, "messages_config": { "receive_post_processing_events": true } }🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed. In `@chapters/audio-intelligence/summarization.mdx` around lines 39 - 61, Remove the trailing commas after the "model" entries in both JSON examples ("Pre-recorded" and "Live") so the snippets are valid JSON, and confirm whether the "model" value should be "openai/gpt-5.4" or the documented default "openai/gpt-5.4-nano" and make them consistent (either keep the explicit override in both snippets or change both to the default model identifier).
♻️ Duplicate comments (1)
chapters/audio-intelligence/audio-to-llm.mdx (1)
135-137:⚠️ Potential issue | 🟠 MajorPricing intro is still understated for audio-to-LLM (per-prompt billing not conveyed).
Audio-to-LLM sends the transcript plus each prompt, executed once per prompt, so token usage scales linearly with the number of prompts. The current sentence reads identically to the summarization page and will lead users to underestimate costs (and ties into the reviewer's PR question about extra cost when using
gpt-5.4-nano).🔧 Proposed fix
-The input provided to the LLM is the full transcription. All prices are per 1M tokens and include platform fees (30%). +Each prompt is executed independently with the full transcript plus the prompt as input, so token usage scales with the number of prompts. All prices are per 1M tokens and include platform fees (30%).🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed. In `@chapters/audio-intelligence/audio-to-llm.mdx` around lines 135 - 137, Update the "## Pricing" paragraph to explicitly state that audio-to-LLM billing is per prompt: the LLM receives the full transcription plus each prompt, and each prompt is executed once per submission so token usage (and cost) scales linearly with the number of prompts; keep the existing note that prices are per 1M tokens and include platform fees (30%) but add a short example or clarifying clause that multiple prompts multiply token usage to prevent underestimation.
🤖 Prompt for all review comments with AI agents
Verify each finding against the current code and only fix it if needed.
Inline comments:
In `@chapters/audio-intelligence/summarization.mdx`:
- Around line 84-86: The Pricing section in summarization.mdx currently says
"include platform fees" but doesn't state the percentage; update the Pricing
paragraph to explicitly state the platform fee percentage (30%) so it matches
audio-to-llm.mdx and allows users to reproduce Gladia fee calculations from
OpenRouter rates; edit the "## Pricing" block text to append or replace the
sentence with a clear statement like "All prices are per 1M tokens and include a
30% platform fee (Gladia) — this is applied on top of base OpenRouter rates" so
the page is consistent and transparent.
---
Outside diff comments:
In `@chapters/audio-intelligence/summarization.mdx`:
- Around line 39-61: Remove the trailing commas after the "model" entries in
both JSON examples ("Pre-recorded" and "Live") so the snippets are valid JSON,
and confirm whether the "model" value should be "openai/gpt-5.4" or the
documented default "openai/gpt-5.4-nano" and make them consistent (either keep
the explicit override in both snippets or change both to the default model
identifier).
---
Duplicate comments:
In `@chapters/audio-intelligence/audio-to-llm.mdx`:
- Around line 135-137: Update the "## Pricing" paragraph to explicitly state
that audio-to-LLM billing is per prompt: the LLM receives the full transcription
plus each prompt, and each prompt is executed once per submission so token usage
(and cost) scales linearly with the number of prompts; keep the existing note
that prices are per 1M tokens and include platform fees (30%) but add a short
example or clarifying clause that multiple prompts multiply token usage to
prevent underestimation.
🪄 Autofix (Beta)
Fix all unresolved CodeRabbit comments on this PR:
- Push a commit to this branch (recommended)
- Create a new PR with the fixes
ℹ️ Review info
⚙️ Run configuration
Configuration used: defaults
Review profile: CHILL
Plan: Pro
Run ID: 2beacf11-3268-4309-badc-0e0d48d54799
📒 Files selected for processing (2)
chapters/audio-intelligence/audio-to-llm.mdxchapters/audio-intelligence/summarization.mdx
Fixed.
Yes, default model will also be charged. |
2 participants
Summary by CodeRabbit