Provider benchmark · company.similar
Find companies similar to one you name
2 providers ranked for company.similar on 195 real looot calls in the last 30 days. PredictLeads has the highest success rate, 98.6%.
Updated
- Providers
- 4
- Ranked providers
- 2
- 20+ calls in 30 days
- Calls in 30 days
- 195
- Top success rate
- 98.6%
- PredictLeads
- Fastest median
- 136 ms
- PredictLeads
- Cheapest per success
- Per result
- No per-call price
Leaderboard
Who does company.similar best
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 | 98.6% | 136 ms | $0.01 per result | Depends on results | 145 |
| 2 | The Companies API | 97.4% | 2.7 s | $0.0019 per result | Depends on results | 39 |
| Not enough calls to rank | Findymail | 100% | 1.4 s | $0.00198 per result | Not ranked | 11 |
| Not enough calls to rank | Tomba | Not published | Not published | $0.0089 per call | Not ranked | Under 10 |
Run it
Run company.similar from your agent
Run the job itself (job:company.similar) with fallback on: looot picks a provider that can answer now and tries the next on a miss. You see the price before each call and pay from a prepaid balance.
No looot yet? Connect the MCP server below, or start a workspace.
Connect in 30 seconds
Pick the client you use and add looot once. Each client takes one step, then your agent does the rest.
01Claude Code
Run this in your terminal, then sign in from the browser when it asks.
Terminal commandclaude mcp add looot https://api.looot.ai/mcp --transport http
02Cursor
Create .cursor/mcp.json with this server, then sign in from the browser.
mcp.json{"mcpServers":{"looot":{"url":"https://api.looot.ai/mcp"}}}
03ChatGPT
Where your plan lets you add a connector, add this URL and sign in.
Connector URLhttps://api.looot.ai/mcp
Then tell your agent, in any client:
set up https://looot.ai/skill.mdEndpoints
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 | PredictLeads | 98.6% | 136 ms | $0.01 per result | 145 |
| TheCompaniesAPI / Find similar companies | The Companies API | 97.4% | 2.7 s | $0.0019 per result | 39 |
| Findymail API documentation / Search lookalike companies | Findymail | 100% | 1.4 s | $0.00198 per result | 11 |
| Tomba / Find similar domains | 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 23:26 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.
FAQ
Questions
Run company.similar on the provider that answers.
One key, one prepaid balance, the price shown before each call.