StepFun Step 3.7 Flash logo
B
7.8/10

StepFun Step 3.7 Flash

VS
LongCat-2.0 (Meituan) logoOur pick
B
7.9/10

LongCat-2.0 (Meituan)

StepFun Step 3.7 Flash vs LongCat-2.0 (Meituan)

Tier-list head-to-head. LongCat-2.0 (Meituan) takes the B-tier slot — here's the breakdown.

Last reviewed July 5, 2026· sweep-fresh

Spec sheet

At a glance

 StepFun Step 3.7 Flash logoStepFun Step 3.7 FlashLongCat-2.0 (Meituan) logoLongCat-2.0 (Meituan)
TierB-tierB-tierwin
Overall score7.8 / 107.9 / 10win
Free tierYesYes
Starting price$0$0
Best forTeams building agent systems on Chinese open-weight foundations who want something other than DeepSeek or Q…Teams that want frontier-class open weights for audit, fine-tuning research, or API use at aggressive prici…
Last reviewed2026-06-102026-07-05

Head-to-head

Score showdown

Rated 1-10 on the same rubric across all 130 tools we cover.

Ease of useTie
StepFun Step 3.7 Flash
6.0
LongCat-2.0 (Meituan)
6.0
Output quality+0.5 LongCat-2.0 (Meituan)
StepFun Step 3.7 Flash
8.0
LongCat-2.0 (Meituan)
8.5
ValueTie
StepFun Step 3.7 Flash
9.0
LongCat-2.0 (Meituan)
9.0
FeaturesTie
StepFun Step 3.7 Flash
8.0
LongCat-2.0 (Meituan)
8.0
Overall+0.1 LongCat-2.0 (Meituan)
StepFun Step 3.7 Flash
7.8
LongCat-2.0 (Meituan)
7.9

What you'll pay

Pricing snapshot

Look past the headline number -- entry-tier limits drive most cost surprises.

StepFun Step 3.7 Flash logo

StepFun Step 3.7 Flash

Free tier available

  • Self-hosted (Apache 2.0)$0
  • API (StepFun / OpenRouter)Usage-based/per 1M tokens
LongCat-2.0 (Meituan) logo

LongCat-2.0 (Meituan)

Free tier available

  • Self-hosted (open weights)$0
  • API$0.75 / $2.95/per 1M tokens in/out

Benchmark Head-to-Head

LongCat-2.0 (self-reported, third-party verification pending) benchmarks — StepFun Step 3.7 Flash has no published benchmarks

BenchmarkScore
SWE-bench Pro59.5%
Terminal-Bench 2.170.8%
SWE-bench Multilingual77.3%

The decision

Which should you pick?

Use-case anchors and category strengths, side by side.

StepFun Step 3.7 Flash logo

Pick StepFun Step 3.7 Flashif…

B
7.8/10
  • Teams building agent systems on Chinese open-weight foundations who want something other than DeepSeek or Qwen, especially if agentic tool-use is the primary workload.
  • Also good for Chinese-market products where StepFun's domestic tuning advantages matter.

Teams building agent systems on Chinese open-weight foundations who want something other than DeepSeek or Qwen, especially if agentic tool-use is the primary workload. Also good for Chinese-market products where StepFun's domestic tuning advantages matter. And for anyone looking to add diversity to their open-weight evaluation matrix beyond the top-3 Chinese labs.

Visit StepFun Step 3.7 Flash
Our pick
LongCat-2.0 (Meituan) logo

Pick LongCat-2.0 (Meituan)if…

B
7.9/10

Teams that want frontier-class open weights for audit, fine-tuning research, or API use at aggressive pricing -- especially agentic-coding workloads where its SWE-bench Pro showing and 1M context matter.

Visit LongCat-2.0 (Meituan)

Bottom line

The verdict

StepFun Step 3.7 Flash (B-tier, 7.8/10) and LongCat-2.0 (Meituan) (B-tier, 7.9/10) are within margin-of-error of each other on overall score. There's no decisive winner -- the right pick comes down to how you'll actually use the tool, not which scored higher in the abstract. We rate them on the same rubric (ease of use, output quality, value, features), and on this pair the rubric is calling it a draw.

Pricing-wise, both tools have a free tier (StepFun Step 3.7 Flash starts $0, LongCat-2.0 (Meituan) starts $0), so you can test either without committing. Compare what each free tier actually unlocks -- usage caps, model access, and feature gates differ a lot more than the headline price suggests, especially as both vendors have tightened limits in 2026.

By use case: pick StepFun Step 3.7 Flash when teams building agent systems on chinese open-weight foundations who want something other than deepseek or qwen, especially if agentic tool-use is the primary workload. Pick LongCat-2.0 (Meituan) when teams that want frontier-class open weights for audit, fine-tuning research, or api use at aggressive pricing -- especially agentic-coding workloads where its swe-bench pro showing and 1m context matter. The two tools aren't fighting for the same person -- they're aiming at adjacent jobs that occasionally overlap. If you're squarely in LongCat-2.0 (Meituan)'s lane, the tier-list ranking and the use-case fit point the same direction; if you're in StepFun Step 3.7 Flash's lane, the score gap matters less than the fit.

Bottom line: this pair is a coin flip on raw scores. Choose by use-case fit, free-tier availability, and which one you can actually try without committing. Re-evaluate in 60-90 days -- both vendors are shipping fast in 2026.

AIToolTier verdictLast reviewed July 5, 2026Tier rubric · ease of use, output, value, features

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Built from our daily AI-tool sweep, last touched July 5, 2026. Honest tier-list reviews — no affiliate-link pieces disguised as advice. See the rubric or how we review.