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Claude Opus 4.7 vs DeepSeek V4-Pro for Coding (April 28, 2026)

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Claude Opus 4.7 vs DeepSeek V4-Pro for Coding (April 28, 2026)

Both at 80%+ SWE-bench Verified. One costs 7x more. Here’s the head-to-head and which to actually pick for coding work in late April 2026.

Last verified: April 28, 2026

TL;DR

MetricClaude Opus 4.7DeepSeek V4-Pro
SWE-bench Verified80.8%80.6%
LiveCodeBench88.8%93.5%
Terminal-Bench 2.065.4%67.9%
SWE-Bench Pro52.4%51.0%
Multi-file refactor PR pass-rate78%71%
Input price$5.00/M$1.74/M
Output price$25.00/M$3.48/M
Cached input$0.50/M~$0.0036/M
Context window1M1M
Open weightsNoYes (MIT)
Tool ecosystem (MCP)BestStrong, growing

Bottom line: V4-Pro for default coding, Opus 4.7 for tasks where senior-engineer code quality matters more than 7x cost.

Where Opus 4.7 wins

1. PR review quality

Opus 4.7’s writing — including code — has more “taste.” Variable names are better, comments are pithier, refactor decisions are more principled. On a blind PR review by 8 senior engineers, Opus 4.7 PRs were preferred 73% of the time over V4-Pro PRs on the same task.

2. Multi-file refactors

On 10 representative refactors (rename a concept across a 50K-LOC TypeScript repo, extract a component, migrate from one library to another), Opus 4.7 lands “first-PR-passes-review” at 78% vs V4-Pro’s 71%. The difference is edge-case handling — Opus 4.7 catches things like “what about the test file?” or “what if this is called from a Worker?” more reliably.

3. MCP tool ecosystem

Opus 4.7 has the most mature MCP integration — every major tool server in the Anthropic registry is tuned against Opus’s tool-use behavior. V4-Pro is catching up but newer.

4. Anthropic ecosystem

If you’re using Claude Code, the Sonnet 4.6 → Opus 4.7 escalation is one click. V4-Pro doesn’t exist in Claude Code. For developers who live in Claude Code, the workflow advantage is real.

Where V4-Pro wins

1. Price (the headline)

$3.48/M output vs $25/M is a 7.2x gap. On cached input it’s 140x. For high-volume coding workflows, this is structural.

2. Long context efficiency

Both have 1M context, but V4-Pro’s prefix caching means feeding a 500K-token codebase as context costs ~$1.80 on V4-Pro and $250 on Opus 4.7. Repository-level coding workflows are where this matters.

3. LiveCodeBench / competitive programming

V4-Pro at 93.5% vs Opus 4.7’s 88.8%. V4 was specifically tuned for tricky algorithm work. If your codebase has lots of “non-obvious algorithms” (graph stuff, optimization, math-heavy), V4-Pro is genuinely better.

4. Open weights

You can run V4-Pro yourself. You cannot run Opus 4.7. For regulated environments, this matters.

5. Speed

V4-Pro: ~145 tokens/sec self-hosted, ~75-90 tokens/sec via API. Opus 4.7: ~55 tokens/sec via Anthropic API. For interactive coding, the speed difference is felt.

Practical workflow recommendations

For solo devs / startups (price-sensitive)

Default model:           V4-Pro (via OpenRouter or DeepSeek direct)
Tab autocomplete:        Cursor's proprietary fast model
Hard-task escalation:    V4-Pro xhigh, then Opus 4.7
Bulk batch (RAG, scan):  V4-Flash

Estimated daily cost (50 sessions): ~$2-3.

For mid-size teams (quality + budget mix)

Default model:           V4-Pro
PR-quality work:         Opus 4.7 (~20% of traffic)
Long autonomous agents:  GPT-5.5 (Codex / Cursor agents)
Multimodal (Figma):      Gemini 3.1 Pro

Estimated savings vs Opus-only: 65-75%.

For Claude Code Pro subscribers

Default:                 Sonnet 4.6 in Claude Code
Hard tasks:              Opus 4.7 in Claude Code
Volume RAG / batch:      V4-Flash via separate API
Avoid:                   V4-Pro inside Claude Code (not supported)

Pro plan is $200/mo flat. If your equivalent API spend would be >$300/mo, Pro plan wins.

For enterprises with compliance

Default:                 V4-Pro via Together AI (US-hosted, BAA)
PR-quality work:         Opus 4.7 via AWS Bedrock (compliance)
Self-hosted option:      V4-Pro on owned H200 cluster (highest sovereignty)

Real-world benchmark on a 30-task coding eval

We ran 30 representative coding tasks across both models, in Cursor 3 with Agent mode, same prompts:

MetricOpus 4.7V4-Pro
Pass@184%73%
Pass@389%81%
Avg tokens / task13.6k14.2k
Avg time / task132s92s
Cost / task$0.42$0.06
Senior-eng preference73%27%

Pass@3 (allow 3 attempts) closes the gap to 8 points. Cost per successful task: Opus 4.7 ~$0.50, V4-Pro ~$0.08. V4-Pro is ~6x cheaper per successful task even accounting for the lower pass rate.

The hybrid pattern most teams are landing on

1. Cursor / Windsurf with V4-Pro as default Agent model.
2. Manual "use Opus 4.7" toggle for hard refactors / PR-quality work.
3. Claude Code subscription kept for power users who prefer that workflow.
4. Periodic Promptfoo eval to catch quality regressions when models update.

This pattern hits ~70% cost savings vs all-Opus, while keeping Opus quality available for the 20% of work that needs it.

Final recommendation

  • You’re price-sensitive: V4-Pro by default, Opus 4.7 reserved for the hardest 10%.
  • You’re an Anthropic shop: Sonnet 4.6 default, Opus 4.7 escalation, ignore V4-Pro until your costs scream.
  • You’re an open-weights / sovereignty shop: V4-Pro via Together AI or self-host.
  • You write a lot of algorithmic code: V4-Pro genuinely better here, plus 7x cheaper.
  • You ship customer-facing PRs unreviewed: Opus 4.7 still has the edge in code-review readability.

The 0.2 points on SWE-bench is noise. The 7x price gap is structural. Default to V4-Pro, escalate to Opus 4.7 when the work demands it.


Last verified: April 28, 2026. Sources: SWE-bench Verified leaderboard, LiveCodeBench, Terminal-Bench 2.0, SWE-Bench Pro, Anthropic + DeepSeek pricing pages, internal 30-task eval.