Claude Haiku 4.6 vs Gemini 3.1 Flash Lite for 50K Token Code Analysis

Claude Haiku 4.6 vs Gemini 3.1 Flash Lite
Complete Comparison: 50,000 input tokens × 3,000 output tokens
Comparison Mode
⚡ 50% Cached

Complete comparison of pricing, performance, and capabilities for 2 leading AI models with 50% Cached.

⚡ Caching Optimized (up to 90% savings) 📊 Batch API
Comparison Criteria Claude Haiku 4.6
Anthropic
Gemini 3.1 Flash Lite
Google
Calculation Results (Current Inputs) (50% cached)
Input Tokens 50,000 50,000
Output Tokens 3,000 3,000
Cost Breakdown
Input Cost $0.003125 $0.003125
Output Cost $0.000938Best $0.001125Worst
Unit Cost (Audio/OCR) $0.000000 $0.000000
Service Fees $0.000000 $0.000000
Total Cost $0.002656 Best Value $0.002844 Most Expensive
Processing Time 1 minute, 6.90 seconds Slowest 56.89 seconds Fastest
Tokens per Second 850Slowest 1,000Fastest
Time to First Token 75ms Best 80ms Worst
Cost per 1K tokens $0.000050Best $0.000054Worst
Tokens per Dollar 19,952,941Best Value 18,637,363Worst Value
Cost per 1 Million Tokens (Informational)
Input Cost / 1M (Base) $0.062500 (rounded ~ $0.06) $0.062500 (rounded ~ $0.06)
Output Cost / 1M (Base) $0.312500 (rounded ~ $0.31)Best $0.375000 (rounded ~ $0.38)Worst
Input Cost / 1M (Optimized) $0.031250 (rounded ~ $0.03)
Optimizations: 50.0% batch
$0.031250 (rounded ~ $0.03)
Optimizations: 50.0% batch
Output Cost / 1M (Optimized) $0.156250 (rounded ~ $0.16)Best
Optimizations: 50.0% batch
$0.187500 (rounded ~ $0.19)Worst
Optimizations: 50.0% batch
Capabilities & Advanced Features
Images Support ✓ Supported ✓ Supported
Video Support ✗ Not Supported ✓ Supported
Audio Support ✗ Not Supported ✓ Supported
OCR Support ✗ Not Supported ✓ Supported
Caching Support
50
✓ Supported ✓ Supported
Batch API Support ✓ Supported ✓ Supported
Tool Usage Support ✓ Supported ✓ Supported
Scroll horizontally to see all data

🔄 Compare Different AI Models

1

First Model

2

Second Model

Select providers and models above, then click "Compare Models" to update the comparison.
All other parameters will be preserved from the current comparison.

Click Recalculate to update after making changes

Select AI Model

Claude Haiku 4.6
AnthropicMax Context: 200,000 tokens
$0.25 / $1.25 per 1M tokens
Use Batch API (50% discount)
50%
Provider-specific multipliers applied after all calculations
Enable for cache discounts
Select platform to enforce context limits
Number of requests (max 1M). Summary view auto-enabled >10k.

Calculate Token Costs

$0.001563 Input Cost
$0.000938 Output Cost
$0.000000 Unit Cost
$0.000000 Search Cost
$0.000000 Request Fee
$0.000000 Tool Fee
$0.000000 Code Execution
53,000Total Tokens
$0.000050Cost per 1K
19,952,941Tokens per $
📊 Advanced Cost Breakdown

Processing Speed

1m 6s Processing Time
850 Tokens/Second
75ms Time to First Token
794 Effective Speed

Model Comparison

Select a model to see comparisons with competitors.

Model Information

Select a model to see detailed information.

🔄 Advanced Options

⚡ Optimization
Flat fee per session (e.g., $0.03 for Code Interpreter)
Hourly storage fee for cached data
First 50 hours free, $0.05/hour after

🧠 Reasoning & Thinking
Manual thinking tokens (billed at output rate)

🔧 Special Modes
Enable 6.0x Fast Mode multiplier

📚 Research & Citations
Enable $1.00/$4.00 rates + $10.00/1k search
Enable research tier pricing
Fee per source cited

🎤 Realtime Audio & Video
Session length for billing
📊 Multiple Models Detected: This page contains data for 2 models. See the detailed comparison table above, and switch between models using tabs below.

Claude Haiku 4.6 Anthropic

$0.002656
Total Cost
⚡ 50% Cached 📊 Batch API 🔧 Tools
👁️
Vision/Images
✓ Available
🎧
Audio Processing
✗ Not Available
🎥
Video Analysis
✗ Not Available
🔧
Tool Usage
✓ Available
📄
OCR Support
✗ Not Available
📊
Batch API
✓ Available
Caching
✓ Available
90% savings

💰 Total Cost Calculation (from Plugin)

Base Cost (No Optimizations) $0.004063 Input: $0.003125
Output: $0.000938
Optimized Cost $0.002656 Input: $0.003125
Output: $0.000938
Unit: $0.000000
Fees: $0.000000
Total Savings $0.001406 34.6% discount

Advanced Cost Breakdown (from Plugin)

📊 Batch API
50.0% off
Asynchronous processing discount

Detailed Cost Analysis (from Plugin)

For 50,000 input tokens and 3,000 output tokens:

  • Input Cost: $0.003125
  • Output Cost: $0.000938
  • Total Cost: $0.002656
  • Cost per 1K tokens: $0.000050
  • Tokens per dollar: 19,952,941 tokens
  • Context Window: 200000 tokens

Speed & Performance Analysis

With a processing speed of 850 tokens per second and 75ms time to first token:

  • Processing Time: 1 minute, 6.90 seconds
  • Latency: 75 milliseconds to first token
  • Base Throughput: 850 tokens/second
  • Effective Throughput: 794 tokens/second (temperature-adjusted)

Best Use Cases

Excellent for budget-conscious projects requiring fast text processing or versatile multimodal capabilities for tasks like code analysis and summarization.

Want this applied to YOUR actual stack?

This calculator shows the math for Claude Haiku 4.6. Your decision needs more — current infrastructure, compliance requirements, actual workload patterns, volume tiers — that change which model is right for you.

Get a $39 personalized AI Architecture Audit. PDF tailored to your stack, delivered in under 60 seconds. 7-day no-questions-asked refund.

Get my instant AI audit — $39 →

Gemini 3.1 Flash Lite Google 1000000

$0.002844
Total Cost
⚡ 50% Cached 📊 Batch API 🔧 Tools
👁️
Vision/Images
✓ Available
🎧
Audio Processing
✓ Available
🎥
Video Analysis
✓ Available
🔧
Tool Usage
✓ Available
📄
OCR Support
✓ Available
📊
Batch API
✓ Available
Caching
✓ Available
90% savings

💰 Total Cost Calculation (from Plugin)

Base Cost (No Optimizations) $0.004250 Input: $0.003125
Output: $0.001125
Optimized Cost $0.002844 Input: $0.003125
Output: $0.001125
Unit: $0.000000
Fees: $0.000000
Total Savings $0.001406 33.1% discount

Advanced Cost Breakdown (from Plugin)

📊 Batch API
50.0% off
Asynchronous processing discount

Detailed Cost Analysis (from Plugin)

For 50,000 input tokens and 3,000 output tokens:

  • Input Cost: $0.003125
  • Output Cost: $0.001125
  • Total Cost: $0.002844
  • Cost per 1K tokens: $0.000054
  • Tokens per dollar: 18,637,363 tokens
  • Context Window: 1000000 tokens

Speed & Performance Analysis

With a processing speed of 1,000 tokens per second and 80ms time to first token:

  • Processing Time: 56.89 seconds
  • Latency: 80 milliseconds to first token
  • Base Throughput: 1,000 tokens/second
  • Effective Throughput: 935 tokens/second (temperature-adjusted)

Best Use Cases

Excellent for budget-conscious projects requiring fast text processing or versatile multimodal capabilities for tasks like code analysis and summarization.

Want this applied to YOUR actual stack?

This calculator shows the math for Gemini 3.1 Flash Lite. Your decision needs more — current infrastructure, compliance requirements, actual workload patterns, volume tiers — that change which model is right for you.

Get a $39 personalized AI Architecture Audit. PDF tailored to your stack, delivered in under 60 seconds. 7-day no-questions-asked refund.

Get my instant AI audit — $39 →

✨ Market Recommendations AI Model Registry

← Back to Claude Haiku 4.6
📋 Active Input Parameters
Input Tokens: 50,000
Output Tokens: 3,000
Batch API: Enabled (50% discount)
Cached Tokens: 50%
Tools: Enabled
Rank AI Model & Provider Total Cost vs Claude Haiku 4.6 vs Gemini 3.1 Flash Lite
🏆 Mistral Small 3
Mistral AI
$0.000913 Best Value ↓ 65.6% cheaper ↓ 67.9% cheaper
🥈 Grok Code Fast 1
xAI
$0.002500 ↓ 5.9% cheaper ↓ 12.1% cheaper
🥉 Gemini 3.1 Flash Lite
Google
$0.002844 ↑ 7.1% more Same price
#4 Gemini 2.5 Flash
Google
$0.003938 ↑ 48.2% more ↑ 38.5% more
#5 Mistral Large 3
Mistral AI
$0.004563 ↑ 71.8% more ↑ 60.4% more
#6 GPT-5.4 mini
OpenAI
$0.008531 (rounded ~ $0.01) ↑ 221.2% more ↑ 200% more
#7 o4-mini Deep Research
OpenAI
$0.009875 ↑ 271.8% more ↑ 247.3% more
#8 Grok 4.3
xAI
$0.010469 ↑ 294.1% more ↑ 268.1% more
#9 Claude Haiku 4.5
Anthropic
$0.010625 ↑ 300% more ↑ 273.6% more
#10 o4-mini
OpenAI
$0.010863 ↑ 308.9% more ↑ 282% more
#11 Gemini 3.1 Flash
Google
$0.011375 (rounded ~ $0.01) ↑ 328.2% more ↑ 300% more
#12 Gemini 3.5 Flash
Google
$0.017063 (rounded ~ $0.02) ↑ 542.4% more ↑ 500% more
#13 Grok 4.20 Beta
xAI
$0.018250 (rounded ~ $0.02) ↑ 587.1% more ↑ 541.8% more
#14 GPT-5.3 Codex Spark
OpenAI
$0.022531 (rounded ~ $0.02) ↑ 748.2% more ↑ 692.3% more
#15 GPT-5.3 Instant
OpenAI
$0.022531 (rounded ~ $0.02) ↑ 748.2% more ↑ 692.3% more
#16 Claude Sonnet 4.6
Anthropic
$0.031875 (rounded ~ $0.03) ↑ 1100% more ↑ 1020.9% more
#17 Gemini 2.5 Pro
Google
$0.032188 (rounded ~ $0.03) ↑ 1111.8% more ↑ 1031.9% more
#18 Gemini 3.1 Pro
Google
$0.045500 (rounded ~ $0.05) ↑ 1612.9% more ↑ 1500% more
#19 Claude Opus 4.7
Anthropic
$0.053125 (rounded ~ $0.05) ↑ 1900% more ↑ 1768.1% more
#20 Claude Opus 4.8
Anthropic
$0.053125 (rounded ~ $0.05) ↑ 1900% more ↑ 1768.1% more
#21 Claude Opus 4.6
Anthropic
$0.053125 (rounded ~ $0.05) ↑ 1900% more ↑ 1768.1% more
#22 GPT-5.4
OpenAI
$0.056875 (rounded ~ $0.06) ↑ 2041.2% more ↑ 1900% more
#23 GPT-5.4 Thinking
OpenAI
$0.056875 (rounded ~ $0.06) ↑ 2041.2% more ↑ 1900% more
#24 GPT-5.5 Instant
OpenAI
$0.056875 (rounded ~ $0.06) ↑ 2041.2% more ↑ 1900% more
#25 o3 Deep Research
OpenAI
$0.098750 (rounded ~ $0.10) ↑ 3617.6% more ↑ 3372.5% more
#26 GPT-5.5
OpenAI
$0.113750 (rounded ~ $0.11) ↑ 4182.4% more ↑ 3900% more
#27 o3 Pro
OpenAI
$0.197500 (rounded ~ $0.20) ↑ 7335.3% more ↑ 6845.1% more
#28 GPT-5.2 Pro
OpenAI
$0.270375 ↑ 10078.8% more ↑ 9407.7% more
#29 GPT-5.2 Pro
OpenAI
$0.270375 ↑ 10078.8% more ↑ 9407.7% more
🏆

Mistral Small 3
Mistral AI

$0.000913
vs Claude Haiku 4.6: ↓ 65.6%
vs Gemini 3.1 Flash Lite: ↓ 67.9%
🥈

Grok Code Fast 1
xAI

$0.002500
vs Claude Haiku 4.6: ↓ 5.9%
vs Gemini 3.1 Flash Lite: ↓ 12.1%
🥉

Gemini 3.1 Flash Lite
Google

$0.002844
vs Claude Haiku 4.6: ↑ 7.1%
vs Gemini 3.1 Flash Lite: Same
#4

Gemini 2.5 Flash
Google

$0.003938
vs Claude Haiku 4.6: ↑ 48.2%
vs Gemini 3.1 Flash Lite: ↑ 38.5%
#5

Mistral Large 3
Mistral AI

$0.004563
vs Claude Haiku 4.6: ↑ 71.8%
vs Gemini 3.1 Flash Lite: ↑ 60.4%
#6

GPT-5.4 mini
OpenAI

$0.008531 (rounded ~ $0.01)
vs Claude Haiku 4.6: ↑ 221.2%
vs Gemini 3.1 Flash Lite: ↑ 200%
#7

o4-mini Deep Research
OpenAI

$0.009875
vs Claude Haiku 4.6: ↑ 271.8%
vs Gemini 3.1 Flash Lite: ↑ 247.3%
#8

Grok 4.3
xAI

$0.010469
vs Claude Haiku 4.6: ↑ 294.1%
vs Gemini 3.1 Flash Lite: ↑ 268.1%
#9

Claude Haiku 4.5
Anthropic

$0.010625
vs Claude Haiku 4.6: ↑ 300%
vs Gemini 3.1 Flash Lite: ↑ 273.6%
#10

o4-mini
OpenAI

$0.010863
vs Claude Haiku 4.6: ↑ 308.9%
vs Gemini 3.1 Flash Lite: ↑ 282%
#11

Gemini 3.1 Flash
Google

$0.011375 (rounded ~ $0.01)
vs Claude Haiku 4.6: ↑ 328.2%
vs Gemini 3.1 Flash Lite: ↑ 300%
#12

Gemini 3.5 Flash
Google

$0.017063 (rounded ~ $0.02)
vs Claude Haiku 4.6: ↑ 542.4%
vs Gemini 3.1 Flash Lite: ↑ 500%
#13

Grok 4.20 Beta
xAI

$0.018250 (rounded ~ $0.02)
vs Claude Haiku 4.6: ↑ 587.1%
vs Gemini 3.1 Flash Lite: ↑ 541.8%
#14

GPT-5.3 Codex Spark
OpenAI

$0.022531 (rounded ~ $0.02)
vs Claude Haiku 4.6: ↑ 748.2%
vs Gemini 3.1 Flash Lite: ↑ 692.3%
#15

GPT-5.3 Instant
OpenAI

$0.022531 (rounded ~ $0.02)
vs Claude Haiku 4.6: ↑ 748.2%
vs Gemini 3.1 Flash Lite: ↑ 692.3%
#16

Claude Sonnet 4.6
Anthropic

$0.031875 (rounded ~ $0.03)
vs Claude Haiku 4.6: ↑ 1100%
vs Gemini 3.1 Flash Lite: ↑ 1020.9%
#17

Gemini 2.5 Pro
Google

$0.032188 (rounded ~ $0.03)
vs Claude Haiku 4.6: ↑ 1111.8%
vs Gemini 3.1 Flash Lite: ↑ 1031.9%
#18

Gemini 3.1 Pro
Google

$0.045500 (rounded ~ $0.05)
vs Claude Haiku 4.6: ↑ 1612.9%
vs Gemini 3.1 Flash Lite: ↑ 1500%
#19

Claude Opus 4.7
Anthropic

$0.053125 (rounded ~ $0.05)
vs Claude Haiku 4.6: ↑ 1900%
vs Gemini 3.1 Flash Lite: ↑ 1768.1%
#20

Claude Opus 4.8
Anthropic

$0.053125 (rounded ~ $0.05)
vs Claude Haiku 4.6: ↑ 1900%
vs Gemini 3.1 Flash Lite: ↑ 1768.1%
#21

Claude Opus 4.6
Anthropic

$0.053125 (rounded ~ $0.05)
vs Claude Haiku 4.6: ↑ 1900%
vs Gemini 3.1 Flash Lite: ↑ 1768.1%
#22

GPT-5.4
OpenAI

$0.056875 (rounded ~ $0.06)
vs Claude Haiku 4.6: ↑ 2041.2%
vs Gemini 3.1 Flash Lite: ↑ 1900%
#23

GPT-5.4 Thinking
OpenAI

$0.056875 (rounded ~ $0.06)
vs Claude Haiku 4.6: ↑ 2041.2%
vs Gemini 3.1 Flash Lite: ↑ 1900%
#24

GPT-5.5 Instant
OpenAI

$0.056875 (rounded ~ $0.06)
vs Claude Haiku 4.6: ↑ 2041.2%
vs Gemini 3.1 Flash Lite: ↑ 1900%
#25

o3 Deep Research
OpenAI

$0.098750 (rounded ~ $0.10)
vs Claude Haiku 4.6: ↑ 3617.6%
vs Gemini 3.1 Flash Lite: ↑ 3372.5%
#26

GPT-5.5
OpenAI

$0.113750 (rounded ~ $0.11)
vs Claude Haiku 4.6: ↑ 4182.4%
vs Gemini 3.1 Flash Lite: ↑ 3900%
#27

o3 Pro
OpenAI

$0.197500 (rounded ~ $0.20)
vs Claude Haiku 4.6: ↑ 7335.3%
vs Gemini 3.1 Flash Lite: ↑ 6845.1%
#28

GPT-5.2 Pro
OpenAI

$0.270375
vs Claude Haiku 4.6: ↑ 10078.8%
vs Gemini 3.1 Flash Lite: ↑ 9407.7%
#29

GPT-5.2 Pro
OpenAI

$0.270375
vs Claude Haiku 4.6: ↑ 10078.8%
vs Gemini 3.1 Flash Lite: ↑ 9407.7%
✨ How recommendations work (v8.6.0): We scan all active models in the registry and only include those that support ALL your current inputs. For token-based models, we check if they can handle your token counts. For special pricing models (OCR, video, audio), we verify they have the correct pricing structure. Features marked requested were in your inputs but not supported by that model. Now using official provider pricing without reseller markups.

Comparing Value: Claude Haiku 4.6 vs. Gemini 3.1 Flash Lite for 50,000 Tokens

This comparison delves into the cost and performance of two leading models, Claude Haiku 4.6 and Gemini 3.1 Flash Lite, for processing approximately 50,000 tokens. This volume is representative of analyzing moderate-sized code pull requests or complex documentation sections, offering a practical benchmark for academic researchers and developers evaluating AI assistants.

Claude Haiku 4.6: Speed and Affordability

Anthropic’s Claude Haiku 4.6 is designed for speed and cost-efficiency. It boasts a 200,000 token context window, making it capable of handling substantial inputs. For 50,000 tokens, the input cost is approximately $0.0125 (based on $0.25 per 1 million input tokens). Its strengths lie in rapid response times and a balanced feature set for text and tool use, which is beneficial for code review tasks requiring external information or function calls.

  • Model Name: Claude Haiku 4.6
  • Provider: Anthropic
  • Context Window: 200,000 tokens
  • Pricing (per 1M tokens): $0.25 (input) / $1.25 (output)
  • Estimated Cost for 50K Tokens: ~$0.0125
  • Key Capabilities: text, vision, tools

Gemini 3.1 Flash Lite: Versatility and Scale

Google’s Gemini 3.1 Flash Lite offers a massive 1,000,000 token context window and a similarly attractive price point of $0.25 per 1 million input tokens. For 50,000 tokens, the cost is also approximately $0.0125. What sets it apart is its broader multimodal support, including OCR, which could be useful if code snippets are embedded in images or scanned documents. Its extensive capabilities make it a versatile choice for various research and development needs.

  • Model Name: Gemini 3.1 Flash Lite
  • Provider: Google
  • Context Window: 1,000,000 tokens
  • Pricing (per 1M tokens): $0.25 (input) / $1.50 (output)
  • Estimated Cost for 50K Tokens: ~$0.0125
  • Key Capabilities: text, vision, audio, video, tools, ocr

Code Analysis: Making the Choice

Both models are excellent for handling code analysis tasks at the 50,000 token level. Claude Haiku 4.6 might have a slight edge in pure speed for text-based tasks, while Gemini 3.1 Flash Lite offers broader multimodal capabilities and a much larger context window, providing greater flexibility for future expansion or more complex inputs. For a code review assistant, the ability to use tools is a significant advantage, present in both models.

Academic researchers often benefit from the cost predictability of these models, enabling them to conduct extensive experiments without prohibitive expenses. The decision between them may come down to specific workflow requirements: speed and simplicity versus broader potential functionality and context handling.

Best Use Cases: Cost-effective text and multimodal analysis, rapid prototyping of AI assistants, and research projects requiring broad AI capabilities on a budget.

Frequently Asked Questions

How accurate are these AI model cost calculations?
Our calculations are based on official pricing from each provider (Google, OpenAI, Anthropic, Meta, xAI, Perplexity, DeepSeek, Mistral) and are updated regularly. We account for all factors including multimodal inputs, caching discounts, batch API pricing, tool usage multipliers, OCR processing, audio minutes, silence fees, and research mode pricing. Note: Reseller markups and dedicated instance multipliers have been removed to reflect official provider pricing.
How does prompt caching work?
Caching discounts vary by provider: Google and OpenAI offer 90% discounts on cached input tokens. Anthropic uses write (1.25x) and read (0.10x) multipliers. Savings are applied to the token portion only, not unit-based fees.
How do Market Recommendations work (v8.6.0)?
Our recommendation engine scans the entire model registry and only includes models that support ALL your current input parameters (tokens, images, video, audio, OCR, tools, batch API, etc.). It calculates exact costs with your settings and sorts by price, showing you the best value options that can handle your complete workflow. Special pricing models (OCR, video, audio, image generation) are properly handled and only appear when their specific input types are requested. v8.6.0 removes reseller markups (20% buffer) and dedicated instance multipliers to reflect official provider pricing.
What is the YemHub AI Calculator Tool?
The YemHub AI Calculator is the most comprehensive tool for estimating costs and comparing performance metrics across 50+ AI models. It calculates token-based pricing, analyzes multimodal processing, accounts for state-dependent pricing (context cliffs, tiered tunnels), provides optimization recommendations, and now offers intelligent market matching to find the best alternatives for your specific needs.