Claude Opus 4.7 vs DeepSeek V4-Pro for Coding (April 28, 2026)
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
| Metric | Claude Opus 4.7 | DeepSeek V4-Pro |
|---|---|---|
| SWE-bench Verified | 80.8% | 80.6% |
| LiveCodeBench | 88.8% | 93.5% |
| Terminal-Bench 2.0 | 65.4% | 67.9% |
| SWE-Bench Pro | 52.4% | 51.0% |
| Multi-file refactor PR pass-rate | 78% | 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 window | 1M | 1M |
| Open weights | No | Yes (MIT) |
| Tool ecosystem (MCP) | Best | Strong, 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:
| Metric | Opus 4.7 | V4-Pro |
|---|---|---|
| Pass@1 | 84% | 73% |
| Pass@3 | 89% | 81% |
| Avg tokens / task | 13.6k | 14.2k |
| Avg time / task | 132s | 92s |
| Cost / task | $0.42 | $0.06 |
| Senior-eng preference | 73% | 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.