Research
How many providers sell each data job, counted over the jobs, platforms and providers of the looot public catalog.
One key, one balance, and the price shown before each call.
Findings
Updated
On 2026-11-09, 3,155 of the 3,361 jobs in the looot catalog (94%) were served by exactly one provider, 108 (3%) by two and 98 (3%) by three or more.
#one-provider-jobsThe 98 jobs with three or more providers hold 609 of the 4,144 endpoints (15%).
#three-provider-endpoints2,479 of the 4,144 endpoints (60%) run without a provider key of your own, because they need no key or looot holds one.
#runnable-endpointsDouyin has the most endpoints of the 432 platforms: 300 of 4,144 (7%), across 299 jobs.
#top-platformThe job with the most providers is "Find companies matching a filter" (Company data): 24 of the 310 providers in the catalog (8%) offer it.
Breakdown
Categories with at least 20 jobs. A job is one task on one platform, such as finding a work email.
| Jobs | Endpoints | Run without your key | 1 provider | 2 providers | 3 or more | |
|---|---|---|---|---|---|---|
| Other | 1,268 | 1,436 | 197 (14%) | 96% | 2% | 2% |
| Social data | 946 | 1,064 | 1,041 (98%) | 95% | 4% | 1% |
| Enrichment | 288 | 527 | 446 (85%) | 87% | 5% |
Breakdown
Up to 15 platforms with at least 20 endpoints. "At least" marks a platform split over several categories, where the count is the largest one.
| Endpoints | Jobs | Run without your key | Providers | |
|---|---|---|---|---|
| Douyin | 300 | 299 | 300 | at least 2 |
| Search engines | 234 | 180 | 185 | at least 20 |
| People & contact data | 188 | 61 | 179 | 36 |
| Api | 186 | 174 | 25 | at least 32 |
Breakdown
The 10 jobs the most providers offer, where an agent has the widest choice and a fallback.
| Platform | Providers | Endpoints | |
|---|---|---|---|
| Find companies matching a filter | Company data | 24 | 30 |
| Enrich a company from its domain or name | Company data | 21 | 26 |
| Find people matching a filter | People & contact data | 20 | 30 |
| Find a work email from a name and domain | People & contact data | 17 | 21 |
| Search the web and get ranked results |
Methodology
Cite
Use looot to run the cheapest provider
FAQ
In Social data, 902 of 946 jobs (95%) have one provider, more than in Enrichment, where 252 of 288 (87%) do.
#categories-compared| 8% |
| Search & SERP | 283 | 327 | 236 (72%) | 96% | 2% | 2% |
|---|
| Ads intelligence | 193 | 217 | 215 (99%) | 94% | 5% | 1% |
|---|
| Market data | 99 | 115 | 65 (57%) | 93% | 6% | 1% |
|---|
| Connected apps | 83 | 121 | 0 (0%) | 76% | 12% | 12% |
|---|
| Maps & local | 49 | 80 | 52 (65%) | 92% | 0% | 8% |
|---|
| Scrapers | 30 | 65 | 56 (86%) | 70% | 7% | 23% |
|---|
| E-commerce | 28 | 40 | 40 (100%) | 96% | 4% | 0% |
|---|
| Reviews & apps | 21 | 25 | 23 (92%) | 95% | 0% | 5% |
|---|
| Generative AI | 20 | 48 | 33 (69%) | 80% | 0% | 20% |
|---|
| TikTok |
|---|
| 166 |
| 121 |
| 166 |
| at least 6 |
| Company data | 139 | 61 | 116 | 42 |
|---|
| 119 | 91 | 119 | 4 |
| Markets | 114 | 83 | 0 | 12 |
|---|
| Web data | 109 | 50 | 103 | at least 19 |
|---|
| Bilibili | 86 | 86 | 86 | at least 1 |
|---|
| Businesses | 64 | 43 | 0 | 2 |
|---|
| Search engine results | 60 | 54 | 60 | at least 1 |
|---|
| Xiaohongshu | 60 | 55 | 60 | at least 2 |
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| Email outreach | 59 | 27 | 0 | 9 |
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| YouTube | 58 | 48 | 54 | at least 7 |
|---|
| Search engines |
| 16 |
| 17 |
| Enrich a person from a name and company | People & contact data | 13 | 20 |
|---|
| Verify an email address is deliverable | People & contact data | 13 | 15 |
|---|
| Find a phone number for a person | People & contact data | 11 | 12 |
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| Scrape a web page into markdown | Web data | 10 | 11 |
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| Completions llm chat | Llm | 10 | 10 |
|---|