Independent testing for real business workflows.

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.

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

Open results

Seedcast Benchmarks

Compare web search tools by the results they return, not the claims they make.

See methodology

1,000 search tasks

Seedcast 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%

Exa

Brave

You.com

Linkup

Serper

Tavily

Keenable

Search provider

● Same tasks● Same inputs● Observed resultsBar color = provider brand

Seedcast Benchmark 01 · Two dimensions

Cost against accuracy

The same seven tools on one plot: what each one charges, against how often it returned the right result. Every provider ran the same 1,000 search tasks.

Accuracy

Higher is more accurate

70%75%80%85%90%95%

Exa91.1% · $7.00

Brave90.0% · $5.00

You.com89.1% · $5.00

Linkup84.8% · $5.00

Serper84.4% · $1.00

Tavily83.4% · $7.50

Keenable75.9% · $4.00

$0$2$4$6$8

Cost per 1,000 searches — further left is cheaper

● Same tasks● Same inputs● Observed resultsDot color = provider brand

Example evaluation · GTM

See how Seedcast evaluates a real workflow.

Here is how Seedcast 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 Seedcast

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

Define ICPSalesforce
Find target accountsApollo
Identify decision makersLinkedIn Sales Navigator
Research buying signalsSlack
Send personalized outreachGmail
Update CRMSalesforce

Seedcastmaps the handoffs, systems, inputs, and success criteria before searching the market

Hands-on evaluation

Seedcast enters the products.

ClaySame task running

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

Company	Domain	Employees	Source
Brex	brex.com	1,200	Crunchbase
Ramp	ramp.com	1,000	LinkedIn
Galileo	galileo-ft.com	650	BuiltWith
Mercury	mercury.com	800	Crunchbase
Unit	unit.co	540	LinkedIn

ApolloSame task running

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

Company	Domain	Employees	Source
Brex	brex.com	1,200	Crunchbase
Ramp	ramp.com	1,000	LinkedIn
Galileo	galileo-ft.com	650	News
Mercury	mercury.com	800	Crunchbase
Unit	unit.co	540	LinkedIn

ZoomInfoSame task running

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

Company	Domain	Employees	Source
Brex	brex.com	1,200	ZoomInfo
Ramp	ramp.com	1,000	ZoomInfo
Galileo	galileo-ft.com	650	ZoomInfo
Mercury	mercury.com	800	ZoomInfo
Unit	unit.co	540	ZoomInfo

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