Overview These are the models supported by CloudIDR LLM Ops to track API costs. The model pricing is from the providers which we use to calculate your spend.
Last Updated: January 10, 2026Model pricing is subject to change by the providers. We update our pricing regularly to ensure accurate cost tracking.
Model Not Listed? If your model is not in this list, please contact us at [email protected] Pricing Tables Anthropic Claude Models All pricing is per 1 million tokens. Model Input Cost Output Cost Claude Opus 4.5 claude-opus-4-5-20251101 $5.00 $25.00 Claude Opus 4.1 claude-opus-4-1-20250805 $15.00 $75.00 Claude Opus 4 claude-opus-4-20250514 $15.00 $75.00 Claude Sonnet 4.5 claude-sonnet-4-5-20250929 $3.00 $15.00 Claude Sonnet 4 claude-sonnet-4-20250514 $3.00 $15.00 Claude Haiku 4.5 claude-haiku-4-5-20251001 $1.00 $5.00 Claude 3.5 Haiku claude-3-5-haiku-20241022 $0.80 $4.00 Claude 3 Haiku claude-3-haiku-20240307 $0.25 $1.25
Model Recommendations:
Opus - Most capable, best for complex reasoningSonnet - Balanced performance and costHaiku - Fastest and most affordable Integration Guide See the Anthropic Integration page to start tracking costs. OpenAI Models All pricing is per 1 million tokens unless otherwise noted. GPT-5 Family Model Input Cost Output Cost gpt-5.2 $1.75 $14.00 gpt-5.2-chat-latest $1.75 $14.00 gpt-5.2-pro $21.00 $168.00 gpt-5.1 $1.25 $10.00 gpt-5.1-chat-latest $1.25 $10.00 gpt-5.1-codex-max $1.25 $10.00 gpt-5.1-codex $1.25 $10.00 gpt-5.1-codex-mini $0.25 $2.00 gpt-5 $1.25 $10.00 gpt-5-chat-latest $1.25 $10.00 gpt-5-codex $1.25 $10.00 gpt-5-pro $15.00 $120.00 gpt-5-mini $0.25 $2.00 gpt-5-nano $0.05 $0.40 gpt-5-search-api $1.25 $10.00
GPT-4.1 Family Model Input Cost Output Cost gpt-4.1 $2.00 $8.00 gpt-4.1-mini $0.40 $1.60 gpt-4.1-nano $0.10 $0.40
GPT-4o Family Model Input Cost Output Cost gpt-4o $2.50 $10.00 gpt-4o-2024-05-13 $5.00 $15.00 gpt-4o-mini $0.15 $0.60 gpt-4o-mini-2024-07-18 $0.15 $0.60 gpt-4o-search-preview $2.50 $10.00 gpt-4o-mini-search-preview $0.15 $0.60
Realtime & Audio Models Model Input Cost Output Cost gpt-realtime $4.00 $16.00 gpt-realtime-mini $0.60 $2.40 gpt-4o-realtime-preview $5.00 $20.00 gpt-4o-mini-realtime-preview $0.60 $2.40 gpt-audio $2.50 $10.00 gpt-audio-mini $0.60 $2.40 gpt-4o-audio-preview $2.50 $10.00 gpt-4o-mini-audio-preview $0.15 $0.60
Image Generation Models (Per-Image Pricing) Model Resolution Quality Price Per Image dall-e-3 1024×1024 Standard $0.040 dall-e-3 1024×1792 Standard $0.080 dall-e-3 1792×1024 Standard $0.080 dall-e-3 1024×1024 HD $0.080 dall-e-3 1024×1792 HD $0.120 dall-e-3 1792×1024 HD $0.120
Audio Transcription Models (Per-Second Pricing) Model Price Per Second Notes whisper-1 $0.0001 $0.006/min transcription
Text-to-Speech Models (Per-Character Pricing) Model Price Per 1M Characters Notes tts-1 $15.00 Standard quality tts-1-hd $30.00 High definition
o-Series (Reasoning Models) Model Input Cost Output Cost o1 $15.00 $60.00 o1-pro $150.00 $600.00 o1-mini $1.10 $4.40 o3 $2.00 $8.00 o3-pro $20.00 $80.00 o3-mini $1.10 $4.40 o3-deep-research $10.00 $40.00 o4-mini $1.10 $4.40 o4-mini-deep-research $2.00 $8.00
GPT-4 Legacy Model Input Cost Output Cost gpt-4 $30.00 $60.00 gpt-4-turbo $10.00 $30.00 gpt-4-turbo-preview $10.00 $30.00
GPT-3.5 Family Model Input Cost Output Cost gpt-3.5-turbo $0.50 $1.50 gpt-3.5-turbo-16k $3.00 $4.00
Model Recommendations:
gpt-4o - Best balance of capability and speedgpt-4o-mini - Most cost-effective for simple taskso1/o3 - Advanced reasoning for complex problemsdall-e-3 - High-quality image generationwhisper-1 - Audio transcription at $0.006/minutetts-1 - Natural text-to-speech Integration Guide See the OpenAI Integration page to start tracking costs. Google Gemini Models All pricing is per 1 million tokens unless otherwise noted. Gemini 3 Series Model Input Cost Output Cost Special Rates gemini-3-pro-preview $2.00 $12.00 gemini-3-pro-image-preview $2.00 $12.00 Image Output: $120.00 gemini-3-flash-preview $0.50 $3.00 Audio Input: $1.00
Gemini 2.5 Series Model Input Cost Output Cost Special Rates Pro Models gemini-2.5-pro $1.25 $10.00 gemini-2.5-pro-preview-tts $1.00 $20.00 TTS: Audio output Flash Models gemini-2.5-flash $0.30 $2.50 Audio Input: $1.00 gemini-2.5-flash-preview-09-2025 $0.30 $2.50 Audio Input: $1.00 gemini-2.5-flash-preview-tts $0.50 $10.00 TTS: Audio output gemini-2.5-flash-image $0.30 $2.50 Image Output: $30.00 Flash-Lite Models gemini-2.5-flash-lite $0.10 $0.40 Audio Input: $0.30 gemini-2.5-flash-lite-preview-09-2025 $0.10 $0.40 Audio Input: $0.30 Specialized Models gemini-2.5-computer-use-preview-10-2025 $1.25 $10.00 gemini-2.5-flash-native-audio-preview-12-2025 $0.50 $2.00 Audio In: $3.00
Gemini 2.0 Series Model Input Cost Output Cost Special Rates gemini-2.0-flash $0.10 $0.40 Audio Input: $0.70 gemini-2.0-flash-lite $0.075 $0.30
Latest Aliases (Dynamic) Model Input Cost Output Cost Maps To gemini-flash-latest $0.30 $2.50 gemini-2.5-flash gemini-pro-latest $1.25 $10.00 gemini-2.5-pro gemini-flash-lite-latest $0.10 $0.40 gemini-2.5-flash-lite
Gemini 1.5 Series (Legacy) Model Input Cost Output Cost gemini-1.5-pro $1.25 $5.00 gemini-1.5-flash $0.075 $0.30
Other Legacy Models Model Input Cost Output Cost gemini-pro $0.50 $1.50 gemini-flash $0.075 $0.30 palm-2 $0.50 $1.50
Image Generation Models (Per-Image Pricing) Model Price Per Image Notes imagen-4.0-fast-generate-001 $0.02 Fast generation imagen-4.0-generate-001 $0.04 Standard generation imagen-4.0-ultra-generate-001 $0.06 Ultra quality
Video Generation Models (Per-Second Pricing) Model Price Per Second Notes veo-3.1-fast-generate-preview $0.15 Fast generation (Preview) veo-3.1-generate-preview $0.40 Standard (Preview) veo-3.0-fast-generate-001 $0.15 Fast generation (Stable) veo-3.0-generate-001 $0.40 Standard (Stable)
Model Recommendations:
gemini-2.5-pro - Most capable for complex tasksgemini-2.5-flash - Best cost/performance balancegemini-2.5-flash-lite - Most affordable optiongemini-2.5-flash-image - Native image generationimagen-4.0-fast - Fast image generation at $0.02/imageveo-3.0-fast - Fast video generation at $0.15/second Special Pricing Notes:
TTS Models: Output is audio tokens, not textAudio Input: Premium pricing for audio/video multimodal inputImage Generation (Imagen): Charged per image generated, not per tokenVideo Generation (Veo): Charged per second of video generatedgemini-2.5-flash-image:
Text input: $0.30 per 1M tokens
Text output: $2.50 per 1M tokens
Image output: $30.00 per 1M tokens (equivalent to $0.039 per image)
Integration Guide See the Gemini Integration page to start tracking costs. Cost Comparison
Most Affordable Models (Under $1/M tokens)
Best for high-volume, simple tasks:
GPT-5 Nano: 0.05 i n p u t / 0.05 input / 0.05 in p u t / Gemini 2.0 Flash Lite: 0.075 i n p u t / 0.075 input / 0.075 in p u t / Gemini 1.5 Flash: 0.075 i n p u t / 0.075 input / 0.075 in p u t / GPT-4.1 Nano: 0.10 i n p u t / 0.10 input / 0.10 in p u t / Gemini 2.5 Flash Lite: 0.10 i n p u t / 0.10 input / 0.10 in p u t / GPT-4o Mini: 0.15 i n p u t / 0.15 input / 0.15 in p u t / Claude 3 Haiku: 0.25 i n p u t / 0.25 input / 0.25 in p u t / Claude 3.5 Haiku: 0.80 i n p u t / 0.80 input / 0.80 in p u t / Perfect for: Classification, extraction, simple Q&A, high-throughput tasks
Mid-Range Models ($1-$5/M tokens)
Balanced performance and cost:
Claude Haiku 4.5: 1.00 i n p u t / 1.00 input / 1.00 in p u t / GPT-4.1: 2.00 i n p u t / 2.00 input / 2.00 in p u t / GPT-4o: 2.50 i n p u t / 2.50 input / 2.50 in p u t / Claude Sonnet 4.5: 3.00 i n p u t / 3.00 input / 3.00 in p u t / Claude Opus 4.5: 5.00 i n p u t / 5.00 input / 5.00 in p u t / Perfect for: Customer support, content generation, code assistance
Premium Models ($10+/M tokens)
Advanced reasoning and complex tasks:
Claude Opus 4: 15.00 i n p u t / 15.00 input / 15.00 in p u t / o1: 15.00 i n p u t / 15.00 input / 15.00 in p u t / o3: 2.00 i n p u t / 2.00 input / 2.00 in p u t / o1-pro: 150.00 i n p u t / 150.00 input / 150.00 in p u t / GPT-5 Pro: 15.00 i n p u t / 15.00 input / 15.00 in p u t / GPT-4 (legacy): 30.00 i n p u t / 30.00 input / 30.00 in p u t / Perfect for: Complex reasoning, research, code generation, expert analysis
Image Generation (Per-Image Pricing)
AI image generation models:
Imagen 4 Fast: $0.02 per imageDALL-E 3 Standard (1024×1024): $0.040 per imageImagen 4 Standard: $0.04 per imagegemini-2.5-flash-image: $0.039 per image (+ token costs)Imagen 4 Ultra: $0.06 per imageDALL-E 3 HD (1024×1024): $0.080 per imageDALL-E 3 Large (1792×1024): 0.080 − 0.080- 0.080 − Perfect for: Marketing materials, product images, illustrations
Video Generation (Per-Second Pricing)
AI video generation models:
Veo 3.0/3.1 Fast: $0.15 per secondVeo 3.0/3.1 Standard: $0.40 per second Perfect for: Marketing videos, product demos, content creation
Audio Models (Transcription & TTS)
Audio transcription models:
Whisper-1: 0.006 p e r m i n u t e ( 0.006 per minute ( 0.006 p er min u t e ( Text-to-speech models:
TTS-1 (Standard): $15.00 per 1M charactersTTS-1-HD (High Definition): $30.00 per 1M characters Perfect for: Transcription services, voice assistants, audiobooks, accessibility How Pricing Works Token Calculation LLM Ops tracks both input and output tokens separately:
Input tokens = Your prompt + any system messages + conversation historyOutput tokens = The model’s response
Example: Input: "Write a haiku about AI" (6 tokens) Output: "Silicon dreams flow / Algorithms learn and grow / Future unfolds now" (15 tokens) Cost with GPT-4o: Input: 6 tokens × $2.50/1M = $0.000015 Output: 15 tokens × $10.00/1M = $0.00015 Total: $0.000165
Cost Calculation Your total cost is calculated as:
Total Cost = (Input Tokens × Input Price) + (Output Tokens × Output Price)
All costs are tracked in real-time and displayed in your LLM Ops Dashboard .
Image & Video Generation Pricing Image Generation Models Models like DALL-E 3 , Imagen 4 , and gemini-2.5-flash-image generate images and are priced differently:
DALL-E 3 (Per-Image): Cost = Number of Images × Price Per Image Example (Standard 1024×1024): Generate 5 images with dall-e-3 Cost = 5 images × $0.040 = $0.20 Example (HD 1024×1792): Generate 3 images with dall-e-3 HD quality Cost = 3 images × $0.120 = $0.36
Imagen 4 Models (Per-Image): Cost = Number of Images × Price Per Image Example: Generate 5 images with imagen-4.0-fast-generate-001 Cost = 5 images × $0.02 = $0.10
gemini-2.5-flash-image (Token-Based): Text Input Cost = Input Tokens × $0.30/1M Text Output Cost = Text Output Tokens × $2.50/1M Image Output Cost = Image Output Tokens × $30.00/1M Example: Input: "Generate a sunset image" (100 tokens) Output: Text description (50 tokens) + Image (1,290 tokens) Text Input: 100 × $0.30/1M = $0.00003 Text Output: 50 × $2.50/1M = $0.000125 Image Output: 1,290 × $30.00/1M = $0.0387 Total: $0.038855 Note: Each image consumes approximately 1,290 tokens This equals ~$0.039 per image
Video Generation Models Veo Models (Per-Second): Cost = Video Duration (seconds) × Price Per Second Example: Generate 10-second video with veo-3.0-fast-generate-001 Cost = 10 seconds × $0.15 = $1.50
Audio Transcription Models Whisper (Per-Second): Cost = Audio Duration (seconds) × Price Per Second Example: Transcribe 125.5-second audio file with whisper-1 Cost = 125.5 seconds × $0.0001 = $0.01255 Note: $0.0001/second = $0.006/minute
Text-to-Speech Models TTS Models (Per-Character): Cost = (Characters / 1,000,000) × Price Per Million Characters Example (Standard): Generate speech from 1,250 characters with tts-1 Cost = (1,250 / 1,000,000) × $15.00 = $0.01875 Example (HD): Generate speech from 1,250 characters with tts-1-hd Cost = (1,250 / 1,000,000) × $30.00 = $0.0375
Provider Counting: Image, video, and audio generation costs are calculated based on what the provider reports:
Images (DALL-E 3, Imagen 4): Provider returns number of images generatedVideos (Veo): Provider returns video duration in secondsAudio (Whisper): Provider returns audio duration in secondsTTS (TTS-1, TTS-1-HD): Provider returns character count of input text We trust the provider’s counts and multiply by our pricing table. Multimodal Pricing Two Types of Multimodal Models 1. Multimodal Understanding Models (Token-Based)
These models analyze images, videos, and audio
Input media is converted to tokens by the provider
Charged per token (text + media tokens combined)
Examples: GPT-4o, Claude Opus, Gemini 2.5 Flash
2. Media Generation Models (Per-Unit)
These models create images, videos, or audio
DALL-E 3, Imagen 4: Charged per image generated
Veo 3: Charged per second of video generated
Whisper: Charged per second of audio transcribed
TTS: Charged per character of text input
gemini-2.5-flash-image: Hybrid (token-based, but image output uses premium rate)
How Multimodal Tokens Are Tracked: For understanding models , providers (OpenAI, Anthropic, Google) automatically convert images, video, and audio into tokens and include them in the response. LLM Ops tracks the total token count returned by the provider. Image/video/audio input tokens are included in input_tokens - they are not tracked separately.For generation models , we track based on what the provider charges:
Text tokens: Standard input/output pricingImages generated: Per-image or per-token (depending on model)Video generated: Per-second of videoAudio transcribed: Per-second of audioTTS generated: Per-character of input text Multimodal Understanding Models (Token-Based) These models analyze images, video, and audio sent as input: Models with image understanding:
Gemini 2.0/2.5 Flash
GPT-4o
GPT-4o Mini
Claude Opus 4/4.5
Claude Sonnet 4/4.5
How it works:
You send an image with your prompt
Provider converts image to tokens based on resolution
Provider returns total input_tokens (text + image)
LLM Ops tracks the total as input tokens
Cost = input_tokens × input_price
Note: Higher resolution images = more input tokens = higher costModels with audio support:
GPT-4o Audio Preview
GPT-4o Realtime Preview
Gemini 2.0 Flash
Gemini 2.5 Flash (with audio input premium)
How it works:
You send audio with your prompt
Provider converts audio to tokens based on duration
Provider returns total input_tokens (text + audio)
LLM Ops tracks the total as input tokens
Cost = input_tokens × input_price
Models with video support:
Gemini 2.0/2.5 Flash
Gemini 1.5 Pro
How it works:
You send video with your prompt
Provider converts video to tokens (duration × resolution × frames)
Provider returns total input_tokens (text + video)
LLM Ops tracks the total as input tokens
Cost = input_tokens × input_price
Note: Longer videos at higher resolution = significantly more input tokensPricing Breakdown Summary Here’s how different types of content are charged:
Content Type Understanding (Input) Generation (Output) Examples Text Per token Per token All models Images (Input) Converted to tokens by providerinput_tokens N/A GPT-4o, Claude Opus, Gemini Flash Audio (Input) Converted to tokens by providerinput_tokens N/A GPT-4o Audio, Gemini Flash1.00 / 1 M v s 1.00/1M vs 1.00/1 M v s Audio Transcription Per second (0.0001 / s e c = 0.0001/sec = 0.0001/ sec = Text output (per token) whisper-1 Video (Input) Converted to tokens by providerinput_tokens N/A Gemini 2.5 Flash Images (Output) N/A DALL-E 3: Per image (0.040 − 0.040- 0.040 − Imagen 4: Per image (0.02 − 0.02- 0.02 − gemini-2.5-flash-image: Per token (30 / 1 M = 30/1M = ~ 30/1 M = dall-e-3, imagen-4.0-fast Video (Output) N/A Per second (0.15 − 0.15- 0.15 − veo-3.0-fast, veo-3.1 Audio (Output - TTS) N/A OpenAI TTS: Per character (15 − 15- 15 − Gemini TTS: Per token (10 − 10- 10 − tts-1, tts-1-hd
Key Takeaways:
Understanding (Input): Media → Tokens → Cost per tokenGeneration (Output):
Images: Per image (DALL-E 3, Imagen 4) OR per token (gemini-2.5-flash-image)
Video: Per second (Veo)
Audio Transcription: Per second (Whisper)
Text-to-Speech: Per character (OpenAI TTS) OR per token (Gemini TTS)
Provider Controls Conversion: We trust provider countsNot Tracked Separately: Input media tokens are combined with text tokens in input_tokens Example: Image Token Calculation Request: - Text prompt: "Describe this image" (4 tokens) - Image: 1024x1024 JPG (converted to 765 tokens by provider) Provider Response: { "usage": { "input_tokens": 769, // 4 text + 765 image "output_tokens": 50 // Response tokens } } Cost Calculation (using GPT-4o pricing): Input: 769 tokens × $2.50/1M = $0.0019225 Output: 50 tokens × $10.00/1M = $0.0005 Total: $0.0024225
LLM Ops Dashboard shows:
Input Tokens: 769 (includes both text and image)
Output Tokens: 50
Total Cost: $0.0024225
Image/Audio/Video Breakdown Not Available: LLM Ops does not currently separate multimodal tokens from text tokens. All input tokens (text + image + video + audio) are tracked together as input_tokens. If you need separate multimodal token tracking, please contact us at [email protected] Pricing Updates Model pricing is set by the providers (Anthropic, OpenAI, Google) and can change at any time.
How we handle updates:
✅ We monitor provider pricing pages daily
✅ Updates are applied within 24 hours of provider changes
✅ Historical data uses pricing from the time of request
✅ You’re notified of major pricing changes
Last pricing update: January 10, 2026Check this page regularly for pricing updates.
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