Provider benchmark ยท people.enrich
Enrich a person from a name and company
3 providers ranked for people.enrich on 1,266 real looot calls in the last 30 days. Prospeo has the highest success rate, 41.7%. Dropleads costs least per success, $0.00944.
For humansFor agents
Updated
- Providers
- 13
- Ranked providers
- 3
- 20+ calls in 30 days
- Calls in 30 days
- 1,266
- Top success rate
- 41.7%
- Prospeo
- Fastest median
- 184 ms
- Prospeo
- Cheapest per success
- $0.00944
- Dropleads
Leaderboard
Who does people.enrich 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 | Prospeo | 41.7% | 184 ms | $0.039 per call | $0.09336 | 936 |
| 2 | Dropleads | 30.7% | 10.9 s | $0.0029 per call | $0.00944 | 179 |
| 3 | People Data Labs | 0.8% | 356 ms | $0.28 per result | Depends on results | 124 |
| Not enough calls to rank | FullEnrich | 100% | 194 ms | $0.016 per result | Not ranked | 17 |
| Not enough calls to rank | Hunter | 10.0% | 199 ms | $0.0049 per call | Not ranked | 10 |
| Not enough calls to rank | Aviato | Not published | Not published | $0.06 per call | Not ranked | Under 10 |
| Not enough calls to rank | Crustdata | Not published | Not published | $0.90 per result | Not ranked | Under 10 |
| Not enough calls to rank | Datagma | Not published | Not published | $0.03266 per call | Not ranked | Under 10 |
| Not enough calls to rank | GetProspect | Not published | Not published | $0 per call | Not ranked | Under 10 |
| Not enough calls to rank | Limadata | Not published | Not published | $0.32 per call | Not ranked | Under 10 |
| Not enough calls to rank | Lusha | Not published | Not published | $0.75 per result | Not ranked | Under 10 |
| Not enough calls to rank | MoltSets | Not published | Not published | $0 per call | Not ranked | Under 10 |
| Not enough calls to rank | Tomba | Not published | Not published | $0.0089 per call | Not ranked | Under 10 |
Run it
Run people.enrich from your agent
Run the job itself (job:people.enrich) 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.
Prompt for your agent
Use looot to run endpointId "job:people.enrich" with fallback on for my input. Show me the price before the call, then the result.
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:
Agent setup line
set up https://looot.ai/skill.mdEndpoints
Every endpoint for people.enrich
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) |
|---|---|---|---|---|---|
| Prospeo / Enrich a person from a LinkedIn URL, email or name | Prospeo | 41.7% | 184 ms | $0.039 per call | 936 |
| Dropleads / Enrich person (verified email) | Dropleads | 30.7% | 10.9 s | $0.0029 per call | 179 |
| People Data Labs / Enrich a person | People Data Labs | 0.8% | 356 ms | $0.28 per result | 124 |
| FullEnrich / Enrich a person from LinkedIn or name and company | FullEnrich | 100% | 194 ms | $0.016 per result | 17 |
| Hunter / Enrich a person from an email | Hunter | 10.0% | 199 ms | $0.0049 per call | 10 |
| Aviato / Enrich a person | Aviato | Not published | Not published | $0.06 per call | Under 10 |
| Crustdata API / Enrich person profiles from cached dataset | Crustdata | Not published | Not published | $0.90 per result | Under 10 |
| Crustdata API / Identify people from profile URLs, emails or Google Scholar profile URLs | Crustdata | Not published | Not published | $0.30 per result | Under 10 |
| Datagma / Enrich person | Datagma | Not published | Not published | $0.03266 per call | Under 10 |
| Dropleads / Enrich person (no verification) | Dropleads | Not published | Not published | $0.0029 per call | Under 10 |
| GetProspect API / People Enrich | GetProspect | Not published | Not published | $0 per call | Under 10 |
| Hunter / Enrich a person and their company | Hunter | Not published | Not published | $0.0049 per call | Under 10 |
| Limadata / Enrich a person | Limadata | Not published | Not published | $0.32 per call | Under 10 |
| Lusha / Reveal emails and phones for contact ids | Lusha | Not published | Not published | $0.75 per result | Under 10 |
| Lusha / Enrich people by LinkedIn URL, email or name | Lusha | Not published | Not published | $0.875 per result | Under 10 |
| MoltSets API / Email to LinkedIn URL | MoltSets | Not published | Not published | $0 per call | Under 10 |
| MoltSets API / Reverse email lookup | MoltSets | Not published | Not published | $0 per call | Under 10 |
| People Data Labs / Identify matching people | People Data Labs | Not published | Not published | $0.28 per result | Under 10 |
| Tomba / Enrich a person and company from an email | Tomba | Not published | Not published | $0.0089 per call | Under 10 |
| Tomba / Enrich a person from an email | 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
Prospeo: 41.7% of 936 calls answered without an error in the last 30 days, measured on looot.
Prospeo, with a median response time of 184 ms over 936 calls in the last 30 days.
Dropleads: $0.0029 per call at a 30.7% success rate is $0.00944 per successful call.
Connect the looot MCP server and run endpointId "job:people.enrich" 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.
Run people.enrich on the provider that answers.
One key, one prepaid balance, the price shown before each call.