People Data Labs alternatives
Depot pick for research-agent enrichment pipelines. Apollo when GTM workflow glue matters more than $/record.
Overall 8.14 (curated_estimate, high) · score asOf 2026-09-14 · last reviewed 2026-09-14. This is not an Elo and not a live price board. Provider · JSON
Jobs: people-enrichment
| Provider | Why listed | Overall | Δ vs subject | asOf |
|---|---|---|---|---|
| Parallel Strong Exa peer for agent search; wins when you need Task/deep-research in one bill. Exa remains Depot… | same_jtbd_runner · people-enrichment | 8.1high | -0.04 | 2026-09-14 |
| ZoomInfo GTM AI Strong enrichment peer when agents need MCP + verified contacts. PDL remains Depot pick for API-first… | same_jtbd_runner · people-enrichment | 7.98high | -0.16 | 2026-09-14 |
| Enrich Layer (ex-Proxycurl) Budget enrichment peer for agents that outgrew Clearbit-free paths. Round 9 promoted high after pinning… | same_jtbd_runner · people-enrichment | 7.76high | -0.38 | 2026-09-14 |
| Apollo.io Default for sales/research agents that already think in Apollo credits. Prefer People Data Labs for… | same_jtbd_runner · people-enrichment | 7.72high | -0.42 | 2026-09-14 |
| Clearbit / HubSpot Enrichment Warning entry like Banana/PlayHT: tutorials saying Clearbit API → migrate to PDL/ZoomInfo/Enrich… | same_jtbd_runner · people-enrichment | 5.12high | -3.02 | 2026-09-14 |
Prices are not ranked on this page. For a job, use the sourced quote (separate input and output rows, Depot Pick unchanged): people-enrichment.
Alternatives are other catalog providers that share a JTBD as pick or runner-up. If fewer than three exist, same-category active providers fill the list and are labeled same_category. Overall deltas are catalog scores. kind=curated_estimate is not a lab measurement. Pricing rows are sourced or explicitly null. Do not parse pricingNotes. A single normalized USD figure is set only for a provider with exactly one token row.