TokenMix Research Lab · 2026-07-09

Grok 4.5 Review: $2/$6 API Pricing, 500K Context, Benchmarks

Grok 4.5 Review: $2/$6 API Pricing, 500K Context, Benchmarks

Last Updated: 2026-07-09 Author: TokenMix Research Lab Data verified: 2026-07-09 - xAI/SpaceXAI launch post, xAI developer docs, model catalog, pricing page, rate-limit page, Axios, OpenRouter, Artificial Analysis, TokenMix model catalog

Grok 4.5 is real, cheap on output versus Opus-class routes, and still needs independent benchmark replication.

xAI/SpaceXAI published Grok 4.5 on July 8, 2026 with grok-4.5 in the official API docs, $2 input / $6 output per 1M tokens, $0.50 cached input, 500K context, Responses API and Chat Completions support, and tool hooks for function calling, web search, X search, and code execution (xAI docs, pricing). The launch post reports 80 tokens per second, coding-agent benchmark wins in some slices, and lower token usage on SWE Bench Pro, but those are vendor-reported numbers, not independent evals (xAI launch). One operational caveat matters: Grok 4.5 is not yet available in the EU in xAI products or the API console, with EU availability expected in mid-July (xAI launch). TokenMix's public model catalog check on July 9 showed Grok 4.3, Grok 4.20, and Grok 4.1 routes, but no public Grok 4.5 route yet (TokenMix models API).

Table of Contents

Quick Verdict

Grok 4.5 is best read as a coding-agent price attack: strong vendor-reported engineering numbers, low output price, and real rollout caveats.

Claim Status Source
Grok 4.5 has an official model ID, grok-4.5 Confirmed xAI docs
API pricing is $2 input / $6 output per 1M tokens Confirmed xAI pricing
Cached input is $0.50 per 1M tokens Confirmed xAI pricing
Context window is 500K tokens Confirmed xAI model catalog
Grok 4.5 supports Responses API and Chat Completions Confirmed xAI docs
It is available in Cursor on all plans Confirmed xAI docs
It is not yet available in the EU API console Confirmed xAI launch
80 TPS serving speed is independently verified Likely / unverified xAI reports 80 TPS; independent replication still sparse
Grok 4.5 beats all top models on coding False xAI's own table shows Fable and GPT-5.5 ahead on several slices
TokenMix public catalog lists Grok 4.5 today False as of 2026-07-09 TokenMix models API
TokenMix may add a Grok 4.5 route after upstream rollout stabilizes Speculation Catalog history plus existing Grok routes

What Actually Shipped

xAI shipped a public Grok 4.5 API model, not just a social-media teaser or benchmark screenshot.

The official docs list grok-4.5 with low/medium/high reasoning effort, Responses API, Chat Completions, function calling, web search, X search, and code execution (xAI docs). The model page positions it as a flagship for code, agentic tool calling, minimal hallucinations, and configurable reasoning (xAI models).

Field Grok 4.5 value Status Source
Model ID grok-4.5 Confirmed xAI docs
Context 500K tokens Confirmed xAI models
Input modality Text, image Confirmed xAI models
Output modality Text Confirmed xAI models
Reasoning effort Low, medium, high Confirmed xAI docs
API surfaces Responses API, Chat Completions Confirmed xAI docs
Tools Function calling, web search, X search, code execution Confirmed xAI docs
EU console access Not available yet Confirmed xAI launch
Grok Build / Cursor access Available Confirmed xAI docs

The important distinction is that API availability, model-gateway availability, and your account's regional access are three different checks. A model can exist in official docs while still being absent from a gateway catalog or unavailable to a region.

Pricing Baseline

The headline price is simple: $2 input, $0.50 cached input, and $6 output per 1M tokens.

That makes Grok 4.5 cheaper than many premium coding routes on output-heavy tasks, but more expensive than Grok 4.3 inside xAI's own catalog. The pricing page also matters for hidden costs: server-side tools have per-call fees, Priority Processing doubles token prices, and Grok 4.5 is not listed among models with a Batch API discount (xAI pricing).

Cost item Price Status Note
Input tokens $2.00 / 1M Confirmed Standard Chat API price
Cached input tokens $0.50 / 1M Confirmed 75% discount versus fresh input
Output tokens $6.00 / 1M Confirmed Main cost driver in long agent tasks
Context window 500K Confirmed Listed in xAI model catalog
Web search tool $5 / 1K calls Confirmed Tool cost is separate from tokens
X search tool $5 / 1K calls Confirmed Tool cost is separate from tokens
Code execution $5 / 1K calls Confirmed Tool cost is separate from tokens
Collections / file search $2.50 / 1K calls Confirmed RAG-like document search
Priority Processing 2x token price Confirmed Only billed if priority tier is served
Batch discount No listed discount for Grok 4.5 Confirmed xAI says models not listed have no batch discount

Pricing math changes once tools enter the loop. A coding agent that uses three web searches and one code execution call adds $0.020 per run before token cost: (3 + 1) x $5 / 1,000 = $0.020.

Benchmark Claims

The benchmark story is strong but not clean: xAI reports wins in some engineering slices and losses in others.

The launch post reports Grok 4.5 at 62.0% on DeepSWE 1.0, 53% on DeepSWE 1.1, 29.0% on SWE Marathon, 83.3% on Terminal Bench 2.1, and 64.7% on SWE Bench Pro (xAI launch). These are useful numbers, but they should be labeled vendor-reported until independent labs replicate the same harnesses.

Benchmark Grok 4.5 Reported winner in xAI chart Grok 4.5 rank signal Status
DeepSWE 1.0 62.0% Fable max at 66.1% Competitive, not first Vendor-reported
DeepSWE 1.1 53% Fable max at 70% Behind Fable, GPT-5.5, Opus 4.8 Vendor-reported
SWE Marathon 29.0% Grok 4.5 at 29.0% First in this table Vendor-reported
Terminal Bench 2.1 83.3% Fable max at 84.3% Near GPT-5.5, not first Vendor-reported
SWE Bench Pro 64.7% Fable max at 80.4% Ahead of GPT-5.5 in this table, behind Opus 4.8 Vendor-reported
Token efficiency on SWE Bench Pro 15,954 output tokens avg Grok 4.5 4.2x fewer than Opus 4.8 max in xAI chart Vendor-reported

This is not a weak launch. It is also not a clean "best coding model" claim. The honest read is narrower: Grok 4.5 looks strong on coding-agent economics, especially if its lower output-token usage holds outside xAI's chart.

Grok 4.5 vs Grok 4.3

Grok 4.5 is the more capable flagship, while Grok 4.3 remains cheaper and has a larger listed context window.

The xAI pricing table lists Grok 4.3 at $1.25 input / $2.50 output with 1M context, compared with Grok 4.5 at $2 input / $6 output with 500K context (xAI pricing). That means the new model costs 1.6x more on input and 2.4x more on output before accounting for task quality or token efficiency.

Model Context Input / 1M Cached / 1M Output / 1M Output multiple vs 4.3 Best use
Grok 4.5 500K $2.00 $0.50 $6.00 2.4x Hard coding, agent loops, office automation
Grok 4.3 1M $1.25 $0.20 $2.50 1.0x Long-context cheaper baseline
Grok 4.20 reasoning 1M $1.25 $0.20 $2.50 1.0x Reasoning route when available
Grok 4.20 non-reasoning 1M $1.25 $0.20 $2.50 1.0x Cheaper non-reasoning route

The migration question is not "is 4.5 newer?" It is "does 4.5 reduce retries, tool loops, and output tokens enough to offset the 2.4x output price versus 4.3?"

Grok 4.5 vs GPT-5.6 and Claude

The practical comparison is not raw intelligence; it is routing economics for coding and agentic work.

Axios frames Grok 4.5 as a coding and agentic-work tool rather than a consumer chatbot, with Musk calling it "Opus-class" and lower cost (Axios). Treat that as a positioning claim. For production routing, compare price, account availability, and benchmark replication.

Route Input / 1M Output / 1M Main advantage Main caveat
Grok 4.5 $2.00 $6.00 Low output price for a flagship coding route Benchmarks are mostly vendor-reported today
GPT-5.6 Luna $1.00 $6.00 Similar output price, lower input price Preview access and policy caveats
GPT-5.6 Terra $2.50 $15.00 Higher OpenAI tier for complex work More expensive output
GPT-5.6 Sol $5.00 $30.00 Highest GPT-5.6 tier Expensive for agent loops
Claude Sonnet 5 varies by route varies by route Strong default for coding workflows Check live route and account limits
Claude Opus / Fable class premium premium Hardest tasks and long-horizon reasoning Cost can dominate high-volume agent work

Grok 4.5's clearest attack is against premium output pricing. If a coding agent emits 20M output tokens a month, Grok 4.5 output cost is $120. A $15 output route would be $300, and a $30 output route would be $600 before input and tools.

Cost Math

Grok 4.5 is cheap enough for agent trials, but output-heavy workloads still become a monthly bill quickly.

The easiest mistake is to look only at $2 input. For coding agents, output tokens, repeated context, and tool calls decide the real bill. The three examples below use official xAI token and tool prices.

Scenario Tokens / run Tool calls / run Cost / run 30-day cost Verdict
Single coding-agent repair 80K input + 16K output 0 $0.256 $256 at 1,000 runs Good for serious debugging
Repeated repo loop with cache 20K fresh + 60K cached + 16K output 0 $0.166 $166 at 1,000 runs Cache saves $90 per 1,000 runs
Product support agent 20K input + 4K output 2 searches $0.074 $1,110 at 500/day Tool calls matter
Long-context office task 200K input + 20K output 0 $0.520 $520 at 1,000 runs Watch context growth
Heavy research loop 120K input + 30K output 5 searches + 1 code run $0.450 $13,500 at 1,000/day Budget caps required

Calculation details:

Calculation Formula Result
80K input + 16K output 80,000 x $2 / 1M + 16,000 x $6 / 1M $0.256
Cached repeat run 20K x $2 / 1M + 60K x $0.50 / 1M + 16K x $6 / 1M $0.166
2 search calls 2 x $5 / 1,000 $0.010
5 searches + 1 code call 6 x $5 / 1,000 $0.030
20M output tokens 20 x $6 $120

The cache math is the first optimization lever. xAI recommends setting prompt_cache_key for the Responses API or x-grok-conv-id for Chat Completions so repeated conversation context lands on the same server and gets reliable cache hits (xAI docs).

API Access

Direct xAI API access is confirmed; gateway support should be checked provider by provider.

xAI says Grok 4.5 runs through the xAI API, Grok Build, Cursor, Office add-ins, and model gateways including OpenRouter, Vercel, Cloudflare, Snowflake, and Databricks Mosaic (xAI docs). OpenRouter has also exposed a Grok latest page at the same $2 / $6 and 500K context baseline (OpenRouter).

curl https://api.x.ai/v1/responses \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer $XAI_API_KEY" \
  -d '{
    "model": "grok-4.5",
    "input": "Find and fix the bug, then explain it: function median(a){a.sort();return a[a.length/2]}"
  }'

TokenMix-specific boundary: a July 9 catalog pull found public TokenMix rows for Grok 4.3, Grok 4.20, Grok 4.1 Fast Reasoning, and Grok 4.1 Fast Non-Reasoning, but not xai/grok-4.5. If you are routing through TokenMix, verify the live model catalog before using a Grok 4.5 model ID in production.

Access path Grok 4.5 status What to verify
xAI API console Confirmed outside EU API key, region, rate tier
EU xAI API console Not available yet Mid-July rollout claim
Cursor Confirmed available on all plans Plan limits and usage accounting
Grok Build Confirmed default model Free usage duration and caps
OpenRouter Visible via Grok latest / provider pages Provider, pricing, uptime
TokenMix Not public in catalog at publication time Live route ID before production
Vercel / Cloudflare / Snowflake / Databricks Listed by xAI docs Provider-specific launch state

Use Case Matrix

Grok 4.5 is most interesting where coding-agent quality and token efficiency beat cheaper Grok routes.

If your workload is a short chat or cheap summarization pipeline, the new flagship may be overkill. If your workload spends money on failed agent loops, retries, and long output traces, Grok 4.5 deserves a test.

Use case First pick Why Status
One-shot bug fixing Grok 4.5 test against current best Strong vendor coding positioning Confirmed capability, eval yourself
Long repo agent loop Grok 4.5 with cache key Cached input can cut repeated context cost Confirmed pricing
Bulk summarization Cheaper Grok 4.3 / smaller model 4.5 output is 2.4x Grok 4.3 Confirmed pricing
EU production rollout today Wait or use non-EU provider route if compliant xAI says EU not available yet Confirmed caveat
Office document automation Grok 4.5 / Grok Build Launch demos target Excel, Word, PowerPoint Vendor-reported
High-volume support agent Use budget caps and tool limits Search and code tools add per-call cost Confirmed pricing
Best absolute coding score Run your benchmark xAI chart is mixed Confirmed caveat
Multi-model fallback stack Pair with GPT-5.6 / Claude / Grok 4.3 Price and behavior differ by task Likely

For existing TokenMix users, the near-term play is not to assume support. Keep using verified Grok routes in TokenMix models, compare against GPT-5.6 access planning, and add Grok 4.5 only after the route is visible in your account.

Risk and Caveat Matrix

The main risk is overreading a launch chart before the model has third-party usage history.

Grok 4.5 has enough official detail to be worth testing immediately. It does not have enough independent benchmark depth to replace your routing policy without a canary.

Risk Likelihood Impact Mitigation
Vendor benchmark overfit Medium Bad migration decision Run 100-300 internal tasks before moving traffic
EU availability lag High for EU teams today Blocked launch Use existing route until mid-July access is confirmed
Tool-call bill shock Medium Monthly spend spike Cap web/X/code execution calls per request
Cache misses Medium 2-4x higher input cost on repeated context Set prompt_cache_key / x-grok-conv-id
Context overuse Medium Higher long-context cost Compact agent state; summarize tool logs
Gateway route mismatch Medium 404 / wrong model / stale alias Verify provider model ID and returned model field
Treating "Opus-class" as independent eval High in social posts Misleading claim Label as vendor/executive positioning
TokenMix route assumption Medium Integration failure Check live catalog before using xai/grok-4.5

Final Recommendation

Use Grok 4.5 as a canary for coding agents and office automation, not as an automatic replacement for every Grok route. The price is aggressive, the API surface is real, and the benchmark claims are promising. Production teams should verify quality, cache behavior, and regional access before moving bulk traffic.

FAQ

Is Grok 4.5 officially released?

Yes. xAI/SpaceXAI has an official launch page and developer docs for grok-4.5. The model is listed with API pricing, 500K context, and Responses API / Chat Completions support.

What is Grok 4.5 API pricing?

Grok 4.5 costs $2 per 1M input tokens, $0.50 per 1M cached input tokens, and $6 per 1M output tokens. Tool calls are billed separately when you use web search, X search, code execution, or file search.

Does Grok 4.5 have a 500K context window?

Yes. The xAI model catalog lists Grok 4.5 with 500K tokens of context. That is smaller than the 1M context listed for Grok 4.3, so long-context teams should compare both routes.

Is Grok 4.5 available in the EU?

Not yet through xAI products or the API console as of the July 8 launch post. xAI says EU availability is expected in mid-July, but teams should verify the console before planning a production rollout.

Is Grok 4.5 better than Claude or GPT-5.6?

Not universally. xAI's launch chart shows Grok 4.5 winning some engineering slices and losing others. Treat the benchmark table as vendor-reported until independent labs and your own workload tests confirm the pattern.

Is Grok 4.5 available through TokenMix?

Not in the public TokenMix model catalog check we ran on July 9, 2026. TokenMix already lists several Grok 4.x routes, but this article does not claim a public Grok 4.5 route until the catalog exposes one.

What is the cheapest safe way to test Grok 4.5?

Start with 100-300 representative tasks, set a cache key, cap tool calls, and record pass/fail plus total tokens. A $0.20 test prompt is less useful than a small task suite that measures retries and output-token waste.

Should I switch coding agents to Grok 4.5 today?

Canary it first. If Grok 4.5 reduces failed runs or uses fewer output tokens, it can beat cheaper models in total cost. If it only matches your current route, Grok 4.3 or another cheaper model may remain the better default.

About TokenMix

TokenMix.ai is an AI API relay for developers who need one OpenAI-compatible endpoint across OpenAI, Anthropic, Google, DeepSeek, Qwen, GLM, Grok, and other model families. Use the live model catalog, compare live pricing, and read the API docs before routing production workloads.

Sources

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