Verging Labs

See how much smarter your AI could be by adding tools

We independently measure the tools AI agents use and publish what each one actually adds.

Personalized Tool Guidance See Agentic Memory Index →

Agentic Search Indexi

Methodology
$25$50$75$100$125 60708090 Verging Labs Cost per 1,000 successful answers (USD) Agentic Search Index Claude native WebSearch baseline Perplexity Sonar Parallel Base Linkup Brave Exa Parallel Pro Tavily Serper Firecrawl
$25$50$75$100$125 60708090 Verging Labs Cost per 1,000 successful answers (USD) Agentic Search Index

Agentic Search Index v0.1 · Jul 2026

Highlights

Accuracy, cost, and speed for every tool, measured the same way.

Agentic Search Indexi

The overall score: how often each tool finds the right answer.

Claude native WebSearch baseline 69.1

Costi

USD per 1,000 successful answers

Claude native WebSearch baseline $30.19

Speedi

How long your agents wait for each search.

Check your own setup

Your agent already knows which tools you run. Paste one prompt and it checks that setup against the measured data, then tells you in plain words what would actually help.

Get personalized tool guidance →

Which search tool is right for your agents?

No tool wins everything: match each tool's strengths to the questions your agents actually ask.

Correct Answers by Question Typei

From deep research to finding current info, each tool has its strengths.

1 FirecrawlFirecrawl
69%
2 SerperSerper
67%
3 Parallel ProParallel Pro
63%
4 ExaExa
62%
5 LinkupLinkup
62%
6 TavilyTavily
62%
7 BraveBrave
61%
Static FactsDynamic FactsMulti-SourceDeep Research

Failure Attributioni

Know how each tool tends to fail before your agent depends on it.

1 TavilyTavily
6.0%
2 ExaExa
6.0%
3 Parallel ProParallel Pro
8.9%
4 FirecrawlFirecrawl
9.1%
5 SerperSerper
11.3%
6 Parallel BaseParallel Base
11.4%
7 BraveBrave
11.6%
8 LinkupLinkup
13.3%
Incorrect AnswerQuestion Not AddressedOutdated AnswerFabricated CitationProvider API Error

Agentic Memory Index

Eight memory tools measured on simulated multi-week company brain operations.

See the memory index →

The bottom line

Rankings on the left, real costs on the right.

Agentic Search Index Leaderboardi

Every tool's score, cost, and speed in one table.

#ServiceIndex (CI)Cost / 1kp50 / p95
1 FirecrawlFirecrawl 82.9 (78.7–86.4) $37.94 2.0s / 5.0s
2 SerperSerper 80.9 (76.6–84.7) $14.46 1.0s / 1.7s
3 TavilyTavily 78.1 (73.4–82.1) $58.54 6.0s / 9.1s
4 Parallel ProParallel Pro 77.1 (72.2–81.4) $55.25 2.4s / 4.0s
5 ExaExa 75.9 (71.2–80.1) $69.70 1.9s / 2.7s
6 BraveBrave 75.2 (70.5–79.4) $125.55 0.7s / 1.0s
7 LinkupLinkup 72.5 (67.5–77.0) $76.43 2.3s / 4.2s
8 Parallel BaseParallel Base 71.8 (66.6–76.5) $84.12 1.8s / 3.5s
Claude native WebSearch baseline 69.1 $30.19
9 Perplexity SonarPerplexity Sonar 67.2 (61.9–72.0) $48.69 3.7s / 8.0s

Cost Breakdowni

The fee per call is often less than the token cost of reading what comes back.

1 SerperSerper
$14.46
Claude native WebSearch baseline
$30.19
2 FirecrawlFirecrawl
$37.94
3 Perplexity SonarPerplexity Sonar
$48.69
4 Parallel ProParallel Pro
$55.25
5 TavilyTavily
$58.54
6 ExaExa
$69.70
7 LinkupLinkup
$76.43
8 Parallel BaseParallel Base
$84.12
9 BraveBrave
$125.55
Provider FeesPayload Ingestion
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