The first benchmark for enterprise AI solutions.

We test complete products, not just the models inside them, so you know what works before you buy. Every result below is observed, not claimed.

Read the results
Web search APIs tested
7
SimpleQA questions each
1,000
Observed accuracy spread
75.991.1%

Vendor demos show what a product can do. Benchology shows what it actually does. We test competing enterprise AI solutions on the same real-world workflows and publish the evidence behind every result.

Our benchmarks

Two published evaluations. Each one tests a category end to end, on measured performance and on what the vendor will commit to.

  1. 01Web Search ToolsPublished
  2. 02GTM data providersPublished
  3. 03Your categoryPropose one
1,000 search tasks

Benchology Benchmark 01

Web Search Tools

Retrieval accuracy (URL-exact match) across the same 1,000 search tasks.

Higher accuracy is better
Accuracy
70%75%80%85%90%95%
91.1%
90.0%
89.1%
84.8%
84.4%
83.4%
75.9%
ExaExa
Brave SearchBrave
You.comYou.com
LinkupLinkup
SerperSerper
Tavily Tavily
KeenableKeenable
Search provider
Same tasks Same inputs Observed resultsBar color = provider brand

Benchology Benchmark 01 · Reliability

What each vendor commits to

Scored disclosures, not measurements: what each vendor publicly commits to, 0–4 per axis. A low score means thin disclosure, not poor practice. Verified 2026-09-03, valid until 2026-12-02.

PriceIndependenceDocsComplianceProcurement
Exa
PriceIndependenceDocsComplianceProcurement
Tavily
PriceIndependenceDocsComplianceProcurement
Linkupfounded 2024
PriceIndependenceDocsComplianceProcurement
You.com
PriceIndependenceDocsComplianceProcurement
Brave Search API
PriceIndependenceDocsComplianceProcurement
Keenablepublic 2 weeks
All 30 scores as a table
Reliability disclosure scores, 0–4 per axis · verified 2026-09-03 · a low score means thin disclosure, not poor practice
VendorPriceIndependenceDocsComplianceProcurement
Exa24233
Tavily42144
Linkup33233
You.com41122
Brave Search API14112
Keenableinsufficient history3001

The five dimensions

Each scored 0 at the centre to 4 at the outer ring.

Price
How much a buyer's cost basis has moved, and how existing customers were treated when it did.
Independence
Whether the vendor can be cut off or repriced by an upstream it does not control.
Docs
Whether the vendor has made the operational commitments a production integration depends on.
Compliance
Whether the vendor clears the first filter of a standard vendor security review.
Procurement
Whether an organisation with a procurement function can actually buy this, and how much friction it will meet.

A dashed axis means insufficient history, which is not the same as a score of zero — Keenable had been public two weeks at the verification date. Serper was scored and removed after scoring at the floor on all five dimensions; it stays in the measurements above and in the published data file.

Benchology Benchmark 01 — seven web search APIs over 1,000 SimpleQA questions each, September 2026. Accuracy is exact-source match against the reference URL; latency is mean response time; price is the published rate per 1,000 searches.
ProviderAccuracyMean latencyPrice per 1,000
Exa91.1%1.71s$7.00
Brave90.0%532ms$5.00
You.com89.1%672ms$5.00
Linkup84.8%2.21s$5.00
Serper84.4%1.93s$1.00
Tavily83.4%2.23s$7.50
Keenable75.9%404ms$4.00

Benchology Benchmark 02

Apollo vs Clay: how different are the people they find?

5 ICPs · 2,406 distinct people · 2,935 returned rows · measured 2026-09-12

  • Apollo only
  • Both (overlap)
  • Clay only

Bar length = people found by either vendor

ICPstress axis
Overlappeople found by either vendor · total 2,406
Valid row rateshare of returned rows that are valid
  1. RevOps · San Francisco201–1000 employeesUS tech
    52112144

    Total 308

    84.1%Apollo
    92.6%Clay
  2. Sales · Munich201–1000 employeesNon-English
    113119407

    Total 639

    75.0%Apollo
    88.2%Clay
  3. Ops · Ohiomanufacturing, 201–500Industrial
    161133327

    Total 621

    79.9%Apollo
    83.0%Clay
  4. Marketing · Singapore201–1000 employeesAPAC
    5072245

    Total 367

    87.7%Apollo
    79.8%Clay
  5. Founders · AustinSaaS, 11–20 employeesSmall / SaaS
    15184236

    Total 471

    84.7%Apollo
    72.2%Clay

Set 5's two encodings are not equivalent. Overlap figures are floors and unique-contribution figures are ceilings: the identity matcher recovers about 91% of true cross-vendor pairs, so the error runs one way.

See the full comparison

Example evaluation · GTM

See how Benchology evaluates a real workflow.

Here is how Benchology evaluates a GTM workflow, from understanding the work to testing qualified products.

01 · Define the workflow

First, we map how the work gets done.

Observed by Benchology

We define the steps and the success criteria. Every product runs the same workflow under the same conditions.

RevOpsDefines the system
SDRRuns prospecting
Account executiveOwns the account
MarketingShapes the signal
  1. Define ICPSalesforce
  2. Find target accountsApollo
  3. Identify decision makersLinkedIn Sales Navigator
  4. Research buying signalsSlack
  5. Send personalized outreachGmail
  6. Update CRMSalesforce
Benchologymaps the handoffs, systems, inputs, and success criteria before searching the market

Hands-on evaluation

Benchology enters the products.

ClaySame task running

Find US fintech companies with 500+ employees that recently hired a VP of Sales.

CompanyDomainEmployeesSource
Brexbrex.com1,200Crunchbase
Rampramp.com1,000LinkedIn
Galileogalileo-ft.com650BuiltWith
Mercurymercury.com800Crunchbase
Unitunit.co540LinkedIn
ApolloSame task running

Find US fintech companies with 500+ employees that recently hired a VP of Sales.

CompanyDomainEmployeesSource
Brexbrex.com1,200Crunchbase
Rampramp.com1,000LinkedIn
Galileogalileo-ft.com650News
Mercurymercury.com800Crunchbase
Unitunit.co540LinkedIn
ZoomInfoSame task running

Find US fintech companies with 500+ employees that recently hired a VP of Sales.

CompanyDomainEmployeesSource
Brexbrex.com1,200ZoomInfo
Rampramp.com1,000ZoomInfo
Galileogalileo-ft.com650ZoomInfo
Mercurymercury.com800ZoomInfo
Unitunit.co540ZoomInfo

The same task, inputs, and success criteria are used in every product.

Market mapping

The products that claim this work.

Your requirementFind ICP accounts, decision makers, and verified buying signals.
Data
Apollo
ZoomInfo
Clay
Intent
6sense
Bombora
Common Room
Research
LinkedIn Sales Navigator
Perplexity
Outreach
Outreach
Salesloft

Open benchmarks

The results are already public.

Repeatable evaluations for the workflows enterprises actually run.

Private evaluation

Run the same test on your workflow.

Your requirements, your shortlist, the evidence, and a path to deployment.

Schedule a demo

Get one free evaluation.

Pick a time that suits you. Bring the workflow you want AI to improve, and we'll run one evaluation and show you the evidence behind it.

Schedule a demo