Compare/ClawBench vs Consensus

AI tool comparison

ClawBench vs Consensus

Which one should you ship with? Here is the side-by-side panel verdict, pricing read, reviewer split, and community vote comparison.

C

Research

ClawBench

153 real-world browser tasks, live websites — best AI agent scores only 33%

Ship

75%

Panel ship

Community

Free

Entry

ClawBench is a browser agent evaluation framework built around 153 real-world tasks running on 144 live production websites — not simulated environments or curated sandboxes. Tasks span e-commerce, travel booking, SaaS dashboards, government portals, and developer tools. A built-in request interceptor blocks genuinely irreversible actions (payments, form submissions that send data) so evaluations can run safely on real sites. The benchmark records five layers of data per run: session replays, screenshots at each decision point, raw HTTP traffic, agent reasoning traces, and browser action sequences. This makes failure analysis tractable — you can see exactly which DOM element the agent misidentified, not just a final score. The dataset is open and the evaluation harness is reproducible. The headline finding is sobering: Claude Sonnet 4.6, the best performer, completes only 33.3% of tasks. GLM-5 is second at 24.2%. No model exceeds 50% on any individual task category. The implication is stark — current browser agents are far from autonomous on the open web, and the gap between benchmark performance and production performance is still enormous.

C

Search & Research

Consensus

AI-powered academic search with evidence-based answers

Ship

100%

Panel ship

Community

Free

Entry

Consensus searches 200M+ scientific papers to provide evidence-based answers. AI extracts findings from peer-reviewed research, helping users find scientific consensus on any topic.

Decision
ClawBench
Consensus
Panel verdict
Ship · 3 ship / 1 skip
Ship · 2 ship / 0 skip
Community
No community votes yet
No community votes yet
Pricing
Free / Research
Free tier / $7/mo Premium / Enterprise
Best for
153 real-world browser tasks, live websites — best AI agent scores only 33%
AI-powered academic search with evidence-based answers
Category
Research
Search & Research

Reviewer scorecard

Builder
80/100 · ship

The five-layer recording (replays, HTTP traffic, reasoning traces) is the right approach for actual debugging — finally a benchmark where failure analysis is tractable. The 33% score also sets honest expectations for teams planning to ship production browser agents right now.

No panel take
Skeptic
45/100 · skip

Live website testing is a double-edged sword: sites change their DOM, anti-bot measures evolve, and a task that passes today may fail next week with no code change. Benchmark drift on live websites could make ClawBench scores meaningless over 6-month periods without constant maintenance.

No panel take
Futurist
80/100 · ship

33% on live websites is actually more impressive than it sounds given the adversarial diversity of the real web. The trajectory from 5% in 2024 to 33% in 2026 means we're likely crossing 60% in 18 months — at which point browser agents start displacing RPA software at scale.

80/100 · ship

This is the kind of tool that makes you wonder how you worked without it.

Creator
80/100 · ship

As someone who uses browser agents for research and competitor monitoring, the failure mode analysis is exactly what I need. Knowing which website categories agents handle well (dev tools) vs. poorly (government portals) helps me route tasks appropriately right now.

80/100 · ship

Fast, reliable, and the docs are actually good. Ship.

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ClawBench vs Consensus: Which AI Tool Should You Ship? — Ship or Skip