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Home/Best AI for Code Reviews
Top recommendationDeveloper Guide

Best AI for Code Reviews

Claude Opus 5.5 is the best AI for code reviews where correctness matters. Good review is judgment: noticing the race condition, the missing migration, the change that breaks a caller three modules away. Opus 5.5 is strongest at reading code in the context of the whole system. For routine pull requests — style, naming, obvious mistakes — Claude Haiku 5.5 reviews at a fraction of the cost per PR.

Last verified Oct 10, 2026/Model data modified Oct 10, 2026
Rankings refresh dailyScored on 6 criteriaNo paid rankings
AnthropicPremium
Input cost
$4.00/1M
Context
1M tokens
Speed
Deliberate

Clear recommendation block

The safest code reviews default, the cheaper option worth trying first, and the specialist pick — before you read the detail below.

Best overall model

Claude Opus 5.5

View
Why this recommendation

Claude Opus 5.5 is the strongest answer here for code reviews — pick it when quality of output matters more than the $4.00/1M/1M input you pay for it.

AnthropicPremium
Best for
Agentic coding, long-running agents and knowledge work where Opus 5 was the bar
Price
$4.00/1M
Context
1M tokens
Best value model

GPT-6.1 Sol

View
Why this recommendation

GPT-6.1 Sol handles the same job for about 50% less per token. Start here and only move up if the output is not good enough.

OpenAIBalanced
Best for
Agentic coding and computer use when Astra's price is hard to justify
Price
$2.00/1M
Context
1.1M tokens
Best for speed

Claude Haiku 5.5

View
Why this recommendation

Claude Haiku 5.5 is the fastest of these for code reviews — worth it when latency is what the reader notices, not the last few points of reasoning depth.

AnthropicBudget
Best for
High-volume tool use, sub-agents and everyday tasks on a tight budget
Price
$0.10/1M
Context
1M tokens

Why this page recommends it

Claude Opus 5.5 is the best review model when correctness and subtle trade-offs matter.

GPT-6.1 Sol and Claude Sonnet 5.5 are strong mid-priced reviewers for most teams.

Claude Haiku 5.5 makes an automatic first pass on every PR affordable.

Decision notes

Use Claude Opus 5.5 when a change has production, security or architectural implications.

Use GPT-6.1 Sol or Claude Sonnet 5.5 for everyday review support.

Use Claude Haiku 5.5 to flag obvious issues automatically before a human looks.

Interactive decision lab

Test the recommendation against your priority

Switch the scoring lens to see whether the code reviews answer changes when cost, speed, or long-document depth leads the decision.

#1Claude Sonnet 5.593 pts
#2Claude Opus 5.592 pts
#3GPT-6.1 Sol92 pts
#4Claude Haiku 5.583 pts
Quality first

Claude Sonnet 5.5

Anthropic / Balanced / Oct 10, 2026

93

Near-Opus 5.5 quality on scoped work at half the price.

Ranks models by the broadest mix of coding, writing, research, and long-context usefulness.

Cost
$2.00/1M
$10.00/1M out
Speed
Fast
4/5 score
Context
1M tokens
input window
View model
Data-backed recommendation
Avoid this pick if

The work is long, ambiguous and multi-step — Anthropic positions Opus 5.5 for exactly that — or you need the lowest possible price, where Haiku 5.5 costs a twentieth as much.

Recommended comparisons

Where the code reviews recommendation shifts once you weigh price or latency differently.

AnthropicPremiumTop recommendation

Claude Opus 5.5

Anthropic's new coding default — top SWE-bench Pro score at a lower price than Opus 5.

Best use case
Agentic coding, long-running agents and knowledge work where Opus 5 was the bar
Input
$4.00/1M
Pricing
Premium
Speed
Deliberate
Context
1M tokens
CodingAgenticFlagship
OpenAIBalancedOption 2

GPT-6.1 Sol

Near-Astra capability at Sol pricing — OpenAI's value pick.

Best use case
Agentic coding and computer use when Astra's price is hard to justify
Input
$2.00/1M
Pricing
Balanced
Speed
Balanced
Context
1.1M tokens
CodingAgenticValue
AnthropicBalancedOption 3

Claude Sonnet 5.5

Near-Opus 5.5 quality on scoped work at half the price.

Best use case
Everyday feature work, bug fixing and polished documents at mid-tier pricing
Input
$2.00/1M
Pricing
Balanced
Speed
Fast
Context
1M tokens
CodingWritingFast
AnthropicBudgetOption 4

Claude Haiku 5.5

Anthropic's budget model, now with adjustable reasoning, at $0.10/$0.50.

Best use case
High-volume tool use, sub-agents and everyday tasks on a tight budget
Input
$0.10/1M
Pricing
Budget
Speed
Very fast
Context
1M tokens
BudgetFastHigh volume

Side-by-side specs

List prices and published scores — the numbers this page's pick is built from.

ModelInputOutputEst. monthContextSpeedCodingWritingResearch
Claude Opus 5.5Anthropic$4.00/1M$20.00/1M$801M tokensDeliberate1009799
GPT-6.1 SolOpenAI$2.00/1M$10.00/1M$401.1M tokensBalanced989497
Claude Sonnet 5.5Anthropic$2.00/1M$10.00/1M$401M tokensFast989895
Claude Haiku 5.5Anthropic$0.10/1M$0.50/1M$2.001M tokensVery fast868482

Scores out of 100 — how we evaluate models. “Est. month” is 10M in / 2M out at list price: a ceiling, no discounts.

The case for each model

Why each one is on the shortlist for code reviews, what it is genuinely good at, and where we would steer you away from it.

Claude Opus 5.5

Top recommendationAnthropic

Our pick for code reviews. It scores 100/100 on the coding axis we weight this page by, and nothing else in this shortlist matches it on output quality.

Anthropic's September 22, 2026 Opus — a step up from Opus 5 on agentic coding, long-running agent work and vision, at a lower $4/$20 list price and with fewer tokens spent per finished task.

Input
$4.00/1M
Output
$20.00/1M
Context
1M tokens
Speed
Deliberate

What people actually use it for

  • Repository-scale changes and PR work — Anthropic reports 89.9% on SWE-bench Pro, up from 79.2% for Opus 5
  • Long unattended agent runs where per-task token spend matters as much as the per-token price
  • Reports, analysis and briefs that need to state findings and next steps plainly

Where it wins

  • SWE-bench Pro 89.9% in Anthropic's launch table, ahead of Claude Fable 5.1 (81.2%) and Opus 5 (79.2%)
  • Cheaper than the model it replaces: $4/$20 per 1M against Opus 5's $5/$25, and cache reads at $0.20/1M
  • 1M context and 128K output at standard rates, with effort levels up to max

Where it falls down

  • Not ahead everywhere: Anthropic's own table has Opus 5 higher on Toolathlon Verified (80.6% vs 77.8%)
  • Fast mode doubles the price to $8/$40
  • Terminal-Bench 4.0 differs by effort setting (66.4% at xhigh, 64.8% at max), so single-digit gaps against rivals are directional

Skip it if

Your tasks are well-scoped and latency-sensitive — Sonnet 5.5 is half the price and Anthropic says it is the fastest Sonnet yet.

Our verdict

The new premium coding default from Anthropic. Opus 5.5 posts the highest SWE-bench Pro figure in any launch table we track and costs less than Opus 5 did. Fable 5.1 still makes sense for the hardest open-ended research at $10/$50; for almost everything else Opus 5.5 is the better buy, and Sonnet 5.5 at half the price is close behind on well-scoped work.

Full pricing, benchmark table and release notes on the Claude Opus 5.5 page.

GPT-6.1 Sol

OpenAI

The cost-conscious pick for code reviews, about 50% less per token than Claude Opus 5.5 than the top choice while holding 98/100 on coding.

OpenAI's September 29, 2026 DevDay release — a Sol-tier reasoning model that OpenAI says comes close to GPT-6 Astra on agentic coding, computer use and professional work at one fifth of Astra's price.

Input
$2.00/1M
Output
$10.00/1M
Context
1.1M tokens
Speed
Balanced

What people actually use it for

  • Coding agents in Codex that need near-Astra quality at Sol pricing
  • Computer-use and browser automation run at volume
  • Professional knowledge work — reports, analysis, document review — in ChatGPT Work

Where it wins

  • $2/$10 per 1M against Astra's $10/$50, with cached input at $0.10/1M
  • Artificial Analysis puts it one point below Astra on its Intelligence Index, at under a quarter of Astra's cost per task
  • 1.05M context and 128K output, with an Ultrafast tier for latency-bound work

Where it falls down

  • Prompts above 272K input tokens are billed at $4/$15
  • At launch it was available in ChatGPT Work and Codex, not in regular ChatGPT conversations

Skip it if

You need it inside ordinary ChatGPT chats today, or your prompts regularly pass 272K tokens where the rate doubles.

Our verdict

OpenAI's best value for serious work. GPT-6.1 Sol replaces both GPT-6 Sol and, for most teams, GPT-6 Astra: independent testing has it a point behind Astra at a fifth of the list price. Pick Astra only when the last point of capability is worth five times the bill.

Full pricing, benchmark table and release notes on the GPT-6.1 Sol page.

Claude Sonnet 5.5

Anthropic

Also worth a look for code reviews, at 98/100 on the coding axis.

Input
$2.00/1M
Output
$10.00/1M
Context
1M tokens
Speed
Fast

Near-Opus 5.5 quality on scoped work at half the price. Full Claude Sonnet 5.5 review →

Claude Haiku 5.5

Anthropic

Here for latency: it answers fastest of anything listed for code reviews, at 86/100 on coding.

Input
$0.10/1M
Output
$0.50/1M
Context
1M tokens
Speed
Very fast

Anthropic's budget model, now with adjustable reasoning, at $0.10/$0.50. Full Claude Haiku 5.5 review →

Explore related decisions

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Guide
Best AI for CodingClaude Opus 5.5 leads coding AI in October 2026 with 89.9% on SWE-bench Pro.…Read guide
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Pricing
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Quick links

Browse all modelsCompare pricingView Claude Opus 5.5View GPT-6.1 SolView Claude Sonnet 5.5

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FAQ

What is the best AI for code reviews?

For code reviews, Claude Opus 5.5 (Anthropic) is our pick. Anthropic's new coding default — top SWE-bench Pro score at a lower price than Opus 5. It costs $4/1M input and $20/1M output tokens, with a 1M-token context window — enough headroom for all but the largest code reviews jobs. GPT-6.1 Sol is the closest alternative if it doesn't fit your setup.

Why Claude Opus 5.5 for code reviews?

Because the work it is built for overlaps closely with code reviews: repository-scale changes and PR work — Anthropic reports 89.9% on SWE-bench Pro, up from 79.2% for Opus 5 and long unattended agent runs where per-task token spend matters as much as the per-token price. The new premium coding default from Anthropic. Opus 5.5 posts the highest SWE-bench Pro figure in any launch table we track and costs less than Opus 5 did. Fable 5.1 still makes sense for the hardest open-ended research at $10/$50; for almost everything else Opus 5.5 is the better buy, and Sonnet 5.5 at half the price is close behind on well-scoped work.

What does it cost to use Claude Opus 5.5 for code reviews?

On a moderate month — 10M input and 2M output tokens — Claude Opus 5.5 runs about $80.00 at list price, with no batch or caching discounts applied, so treat that as a ceiling. Claude Haiku 5.5 is the cheaper route at roughly $2.00 for the same volume, if code reviews is high-volume enough for price to lead the decision.

When is Claude Opus 5.5 the wrong choice for code reviews?

Not ahead everywhere: Anthropic's own table has Opus 5 higher on Toolathlon Verified (80.6% vs 77.8%). Fast mode doubles the price to $8/$40. Avoid it if your tasks are well-scoped and latency-sensitive — Sonnet 5.5 is half the price and Anthropic says it is the fastest Sonnet yet. None of that rules it out for code reviews on its own — but if one of those limits maps onto how you actually work, take the alternative on this page seriously rather than defaulting to the top pick.

Is there a cheaper AI that still handles code reviews?

Claude Haiku 5.5 at $0.1/1M input is the budget option here. Anthropic's budget model, now with adjustable reasoning, at $0.10/$0.50. Expect a quality step down on the hardest cases — the usual pattern is to route routine code reviews volume to Claude Haiku 5.5 and keep Claude Opus 5.5 for the work where a wrong answer is expensive.

Which of these is fastest?

Claude Haiku 5.5, rated very fast against Claude Opus 5.5's deliberate. Speed matters most for interactive and high-volume work; if your code reviews runs in the background, the slower and more capable model is usually the better trade.