Exa
founding date unresolved
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.
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 the full resultsSeedcast Benchmark 01 · Reliability
What each vendor commits to
Five dimensions of public disclosure, scored 0–4. Select any dimension for its evidence, source grade and retrieval date.
Verified 2026-09-03 · valid until 2026-12-02
Tavily
founding date unresolved
Acquired by Nebius, announced 2026-02-10.
Linkup
founded 2024
You.com
founding date unresolved
Brave Search API
founding date unresolved
The search API is a monetisation surface for a browser business rather than the company's core product.
Keenable
public 2 weeks
Thin disclosure here reflects company age, not a deliberate choice. See missing_data_policy and score_state.
Six vendors carry a pentagon. Serper was scored and removed after scoring at the floor on all five dimensions; it remains in the measurements below and in the published data file. Full scorecard and evidence ↗
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%
Search provider
● Same tasks● Same inputs● Observed resultsBar 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.
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.
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 | |
| Galileo | galileo-ft.com | 650 | BuiltWith |
| Mercury | mercury.com | 800 | Crunchbase |
| Unit | unit.co | 540 |
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 | |
| Galileo | galileo-ft.com | 650 | News |
| Mercury | mercury.com | 800 | Crunchbase |
| Unit | unit.co | 540 |
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