# Find companies similar to one you name: provider benchmark

2 providers ranked for company.similar on 195 real looot calls in the last 30 days. PredictLeads has the highest success rate, 98.6%.

## Summary

- Providers in the catalog for this job: 4
- Ranked providers (20 or more calls): 2
- Calls in the last 30 days: 195
- Read on 2026-11-10.

## Find companies similar to one you name: provider leaderboard

Ranked by success rate, then cost per success, then speed. A provider needs 20 calls in the last 30 days to be ranked.

| Rank | Provider | Success rate | Median time | Price | Cost per success | Calls (30 days) |
|---|---|---|---|---|---|---|
| 1 | [PredictLeads](https://looot.ai/public-catalog/providers/predictleads) | 98.6% | 136 ms | $0.01 per result | Depends on results | 145 |
| 2 | [The Companies API](https://looot.ai/public-catalog/providers/thecompaniesapi) | 97.4% | 2.7 s | $0.0019 per result | Depends on results | 39 |
| Not enough calls to rank | [Findymail](https://looot.ai/public-catalog/providers/findymail) | 100% | 1.4 s | $0.00198 per result | Not ranked | 11 |
| Not enough calls to rank | [Tomba](https://looot.ai/public-catalog/providers/tomba) | Not published | Not published | $0.0089 per call | Not ranked | Under 10 |

## Every endpoint for company.similar

Each endpoint in the public catalog that does this job, with its own numbers. Numbers appear from 10 calls in the last 30 days.

| Endpoint | Provider | Success rate | Median time | Price | Calls (30 days) |
|---|---|---|---|---|---|
| [PredictLeads / Find similar companies](https://looot.ai/public-catalog/predictleads-companies-similar-companies) | PredictLeads | 98.6% | 136 ms | $0.01 per result | 145 |
| [TheCompaniesAPI / Find similar companies](https://looot.ai/public-catalog/thecompaniesapi-companies-similar) | The Companies API | 97.4% | 2.7 s | $0.0019 per result | 39 |
| [Findymail API documentation / Search lookalike companies](https://looot.ai/public-catalog/findymail-api-lookalike-search) | Findymail | 100% | 1.4 s | $0.00198 per result | 11 |
| [Tomba / Find similar domains](https://looot.ai/public-catalog/tomba-similar) | Tomba | Not published | Not published | $0.0089 per call | Under 10 |

## How we measure

- Window: every call made through looot in the last 30 days, read 2026-11-10 23:17 UTC.
- Success rate: the share of calls the provider answered without an error. An empty answer (for example no email found) counts as an answer. It does not check that the data is right. Calls that failed on looot's side are left out.
- Median time: half of the calls answered faster than this, as looot measured them. A 95th percentile is not published yet.
- Minimum calls: an endpoint shows numbers from 10 calls, and a provider is ranked from 20 calls. Rows below that say "Not enough calls to rank".
- One row per provider: the provider's endpoint with the most calls for the job. Every endpoint is listed in the endpoints table.
- Price: what looot charges per call or per result, in US dollars, from a prepaid balance. No subscription and no credits.
- Cost per success: the price per call divided by the success rate. A per-result price depends on how many results a call returns, so it has no cost per success.
- Source: GET https://api.looot.ai/v1/public-catalog/<endpoint>?stats=1 for each endpoint, and the public catalog for prices and jobs.

## Run company.similar from your agent

Connect the looot MCP server (https://api.looot.ai/mcp), then paste this prompt:

Use looot to run endpointId "job:company.similar" with fallback on for my input. Show me the price before the call, then the result.

## Related benchmarks

- [Find a work email from a name and domain](https://looot.ai/benchmarks/people-email-find)
- [Verify an email address is deliverable](https://looot.ai/benchmarks/people-email-verify)
- [Find people matching a filter](https://looot.ai/benchmarks/people-search)
- [Find a phone number for a person](https://looot.ai/benchmarks/people-phone-find)
- [Find all contacts and email addresses at a company domain](https://looot.ai/benchmarks/people-domain-search)
- [Enrich a company from its domain or name](https://looot.ai/benchmarks/company-enrich)

## Questions

### Which company.similar provider has the highest success rate?

PredictLeads: 98.6% of 145 calls answered without an error in the last 30 days, measured on looot.

### Which company.similar provider is fastest?

PredictLeads, with a median response time of 136 ms over 145 calls in the last 30 days.

### Which company.similar provider is cheapest per success?

None of the ranked providers is priced per call, so cost per success depends on how many results each call returns.

### How do I run company.similar from my agent?

Connect the looot MCP server and run endpointId "job:company.similar" with fallback on. looot picks a provider that can answer now and tries the next one on a miss. You pay per call from a prepaid balance.