Wrangle
Wrangle · Ranked #8 of 12 in AI Candidate Sourcing Tools
AI sourcing platform with a documented REST API (OpenAPI 3.1, per-call credit costs published), an OAuth remote MCP and a self-serve free trial; no SDKs, no status page or SLA found, and plans start at $199 per seat.
Recruiting teams and agent builders that want a People Search API and MCP bundled with sourcing, enrichment and ATS handoff
Overview
Wrangle is an AI sourcing and outbound platform (natural-language search, scheduled agents, sequences, ATS handoff to Ashby, Greenhouse, Lever and Recruit CRM). Unlike most UI-first competitors it publishes a developer surface: an OpenAPI 3.1 spec at wrangle.ai/openapi.json, an llms.txt index, a /developers page, API-key auth (X-API-Key or Bearer wrgl_ keys) and a remote MCP endpoint with OAuth. The spec lists people search, email enrichment (5 credits per attempt, refunded if no usable email), LinkedIn enrichment (0.25 credits per returned profile, 5-credit minimum), credit estimation and credit snapshot endpoints, plus collections and sequences (5 credits per call, paid plan required). Paid POSTs accept an Idempotency-Key header and every operation can return 429.
Gaps: no numeric rate limits, no per-profile search rate, no SDKs, no status page, SLA or incident history, and the free-trial credit amount is unstated. Pricing is published (Starter $199 and Scale $499 per seat per month, 5,000 and 20,000 credits; Enterprise custom beyond ten seats) and a trial is self-serve, but the pricing page leaves FAQ answers about credit exhaustion blank. Sentiment evidence is limited to third-party listings that disagree on price (one says free, one $199); no G2 or Trustpilot corpus was found.
How this score is derived
The APIbenchmarks Index is a weighted sum of four dimensions, each scored on an absolute 0–100 reference scale. See the methodology for every mapping.
| Dimension | Score | Weight | Contribution |
|---|---|---|---|
| Documentation & DXOpenAPI 3.1 spec with per-operation credit costs, an llms.txt index, a developers page and idempotency guidance; no numeric rate limits or search per-profile rate documented, and the developers page lacks endpoint paths in prose. | 72 | 30% | 21.6 |
| ReliabilityNo status page, SLA, uptime figures or incident history were found, only a documented 429 behaviour and idempotency keys; scored low on absence of evidence. | 50 | 25% | 12.5 |
| Ecosystem & SDKsREST API plus a remote OAuth MCP and ATS handoff (Ashby, Greenhouse, Lever, Recruit CRM); no official SDKs found. | 60 | 25% | 15.0 |
| AccessibilitySelf-serve free-trial signup and published seat prices ($199 / $499) with per-call credit costs in the spec, but trial credits are unstated, collections and sequences endpoints need a paid plan, and the cheapest paid tier is $199 per seat. | 72 | 20% | 14.4 |
| APIbenchmarks Index (ABI) | 63.5 | ||
Table 1. Derivation of the ABI for Wrangle. Contribution = score × weight; the index is their sum.
Wrangle vs the AI Candidate Sourcing Tools field
APIbenchmarks Index · higher is better
Build quality vs accessibility
Wrangle (dark dot) among AI Candidate Sourcing Tools APIs
At a glance
- Vendor
- Wrangle
- Pricing model
- Per-seat plans with monthly credits; per-call credit costs
- Free tier
- Free trial via self-serve signup; credit amount not stated
- Official SDKs
- 3 languages
Pricing
| Free trial | Credits not stated | Self-serve signup. |
| Starter | $199 / seat / month | 5,000 monthly credits; unlimited sourcing and exports. |
| Scale | $499 / seat / month | 20,000 monthly credits; inbound sourcing, LinkedIn outreach, fast mode. |
| Enterprise | Custom | Past ten seats; SSO/SAML, volume credits. |
Key features
- •People search API
- •Email enrichment
- •LinkedIn enrichment
- •Credit estimate and snapshot endpoints
- •Collections and sequences API
- •Remote MCP (OAuth)
- •Scheduled sourcing agents
- •Outreach sequences
- •ATS handoff
Official SDKs
Strengths & trade-offs
- +OpenAPI 3.1 spec with per-operation credit costs
- +Remote MCP with OAuth and scoped, revocable access
- +Self-serve free trial
- +Idempotency-Key support on paid calls
- +Email enrichment credits refunded when no email found
- +ATS handoff to four systems
- –No SDKs
- –No status page, SLA or published rate limits
- –Trial credit amount not stated
- –Search per-profile rate not published
- –Entry plan $199 per seat
- –Third-party listings disagree on pricing
What developers say
No independent reviews found
Only third-party listings were found and they disagree on pricing; no G2 or Trustpilot corpus was located.
“One review lists plans from $199 per seat per month with a free trial; AlternativeTo describes the product as free (paraphrased, unreconciled).”
Key figures
| Email enrichment cost | 5 credits per attempt, refunded if no email | Wrangle OpenAPI ↗ |
| LinkedIn enrichment cost | 0.25 credits per profile, 5-credit minimum | Wrangle OpenAPI ↗ |
| Starter plan | $199 per seat per month, 5,000 credits | Wrangle pricing ↗ |
Compare Wrangle head to head
Sources
- https://wrangle.ai
- https://wrangle.ai/developers
- https://wrangle.ai/openapi.json
- https://wrangle.ai/llms.txt
- https://wrangle.ai/pricing
- https://www.selectsoftwarereviews.com/reviews/wrangle
- https://alternativeto.net/software/wrangle-ai/about
Figures last verified 2026-10-22. Spotted an error? corrections@apibenchmarks.com