Grok · Flagship · 500K context window

Grok 4.5 pricing for api generation

$0.0420 per call at 3,000 input / 6,000 output tokens.

Per call

$0.0420

10K calls/mo

$420

Cache savings

85% off input

Batch savings

50% off all

Calculate your Grok 4.5 costs

Adjust token counts, volume, and discount toggles to model your api generation spend. Prices verified daily against provider pricing pages.

Configure your usage

3,000
100100K
6,000
5050K
10,000
1001M

Estimated cost

Monthly cost
$420
10,000 calls/month
Cost per call$0.042
Daily cost$14
Input rate$2.00/MTok
Output rate$6.00/MTok
Analyze your real spend

Quick start

Call Grok 4.5 with the OpenAI Python SDK pointed at api.x.ai:

import os
from openai import OpenAI

client = OpenAI(
    base_url="https://api.x.ai/v1",
    api_key=os.environ["XAI_API_KEY"],
)
response = client.chat.completions.create(
    model="grok-4.5",
    max_tokens=6000,
    messages=[{"role": "user", "content": "Your prompt here"}]
)
# Cost: ~$0.0420 per call at standard rates
# Input:  $2.00/MTok
# Output: $6.00/MTok

What drives api generation cost

Endpoint generation is the most output-heavy code task tracked here: 3K in for the spec, 6K out for handlers, types, validation, and error paths. Output pricing is therefore the whole ballgame, and the gap between a flagship and a mid-tier model at 6K output tokens compounds fast across a large API surface. Generating one resource at a time costs less than one giant multi-resource prompt.

For Grok 4.5 specifically, that means output tokens cost 3.0x more than input, at $6.00 vs $2.00 per MTok. At this use case’s 3,000/6,000 token split, output accounts for 86% of the $0.0420 per-call cost.

Complete Grok 4.5 pricing breakdown

Standard token rates

Direction$/MTokTokens per call
Input$2.003,000
Output$6.006,000

Prompt caching: 85% off input tokens

Caching drops input cost from $2.00 to $0.30/MTok. For repeated system prompts, that saves $0.005100 per call.

Batch API: 50% off all tokens

Submit requests asynchronously and receive 50% off all token costs. This works best for offline pipelines where latency requirements are flexible.

Monthly cost projections

Monthly volumeCost per callStandard monthlyCached monthlyYou save with caching
10,000 calls$0.0420$420$369$51
50,000 calls$0.0420$2,100$1,845$255
100,000 calls$0.0420$4,200$3,690$510
500,000 calls$0.0420$21,000$18,450$2,550
1,000,000 calls$0.0420$42,000$36,900$5,100

Grok 4.5 quality benchmarks for api generation

Consider alternatives for api generation

Scores 61/100 (rank #20 of 88). Better options exist at similar price points for api generation.

Top-ranked: Claude Opus 5.5 (79/100) at $0.1320/call

Performance across all task types

Grok 4.5 scores by task type. API Generation highlighted.

Reasoning87Creative Writing74Extraction72Summarization71Code Generation *61
Task typeConfidence scoreRank out of 88
Reasoning87/100#17
Creative Writing74/100#12
Extraction72/100#21
Summarization71/100#9
Code Generation(current page)61/100#20

Confidence scores are a third-party benchmark snapshot from week 26 of 2026. This snapshot is 17 weeks old, so treat the scores as directional and validate against your own evals.

Alternative models for api generation

5 models score 80+ on api generation benchmarks, sorted by input rate. Cheapest: Claude Haiku 4.5 (21% less, 72/100 quality).

ModelProviderInput $/MTokOutput $/MTokQualityPer callvs Grok
Claude Haiku 4.5Claude$1.00$5.0072/100$0.033021% cheaper
Claude Opus 5.5Claude$4.00$20.0079/100$0.1320214% more
Claude Opus 5Claude$5.00$25.0072/100$0.1650293% more
Claude Fable 5.1Claude$10.00$50.0074/100$0.3300686% more
Claude Fable 5Claude$10.00$50.0072/100$0.3300686% more

About Grok 4.5

Provider

Grok

Tier

Flagship

Context

500K tokens

Released

Jul 2026

Same list price as Grok 4.6 but a cheaper cached rate ($0.30/MTok vs $0.50), so cache-heavy workloads are cheaper here than on 4.6. xAI publishes release notes at month granularity only; dated to the start of the month.

Other models from Grok

ModelTierInput $/MTokOutput $/MTokContext
Grok 4.6Flagship$2.00$6.00500K
Grok 4.3Mid-tier$1.25$2.501M
Grok Build 0.1Fast / Budget$1.00$2.00256K
Grok 4.20 Non-ReasoningMid-tier$1.25$2.501M
Grok 4.20 ReasoningMid-tier$1.25$2.501M
Grok 4.20 Multi-AgentMid-tier$1.25$2.501M
Grok 4.7Flagship$2.00$6.00500K

You can compare Grok 4.5 head-to-head against any other model on our model comparison pages, or track how pricing has changed over time on the pricing history tracker.

Frequently asked questions

How much does Grok 4.5 cost for api generation per API call?

A typical api generation call using Grok 4.5 costs about $0.0420 per call. This estimate uses 3,000 input tokens and 6,000 output tokens at standard rates. Standard rates are $2.00 per million input tokens and $6.00 per million output tokens.

Is Grok 4.5 the best model for api generation?

Grok 4.5 scores 61 out of 100 on api generation benchmarks overall. It ranks #20 across all 88 models in our cross-provider registry. The highest-ranked model for this task is Claude Opus 5.5 from Claude. That model scores 79/100 on this task type. Confidence scores are a third-party benchmark snapshot from week 26 of 2026. This snapshot is 17 weeks old, so treat the scores as directional and validate against your own evals.

What is the cheapest model for api generation with good quality?

The most affordable model for api generation above 80/100 quality is Claude Haiku 4.5. It comes from Claude at $1.00 per million input tokens. Output costs $5.00 per million tokens with a quality score of 72/100. Switching from Grok 4.5 to Claude Haiku 4.5 saves about 21% per API call.

How can I reduce my Grok 4.5 costs for api generation?

Three strategies lower Grok 4.5 costs for this task type effectively. Prompt caching gives a 85% discount on input tokens when reusing system prompts. The batch API gives 50% off all tokens for asynchronous processing workloads. Prompt optimization reduces token counts through more concise instructions and context windows. Combining caching with batching brings your cost from $0.0420 to about $0.003150 per call.

How does Grok 4.5 pricing compare to other Grok models?

Grok has 7 other models alongside Grok 4.5 today: Grok 4.6 at $2.00/$6.00 per million tokens (flagship), Grok 4.3 at $1.25/$2.50 per million tokens (mid-tier), Grok Build 0.1 at $1.00/$2.00 per million tokens (fast / budget), Grok 4.20 Non-Reasoning at $1.25/$2.50 per million tokens (mid-tier), Grok 4.20 Reasoning at $1.25/$2.50 per million tokens (mid-tier), Grok 4.20 Multi-Agent at $1.25/$2.50 per million tokens (mid-tier), Grok 4.7 at $2.00/$6.00 per million tokens (flagship). The right choice depends on whether your api generation workload prioritizes quality, cost, or speed.

What context window does Grok 4.5 support?

Grok 4.5 supports a context window of 500K tokens per API call. This sets the maximum combined length of your input prompt and generated response. For api generation, typical calls use 3,000 input and 6,000 output tokens. That is well within this limit, leaving room for longer prompts or multi-turn conversations.

Track what you spend on AI

This calculator estimates costs based on published rates only. Connect your API usage to see where your money goes and which models drive your spend.