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Unwrangle logo

Unwrangle

Approaching Agent-Ready
Agent-Ready SaaS Index · unwrangle.com · scored 2026-05-09 · rubric v2.0
Score 66 / 100
Reputation Management
Public API

Unwrangle scores 66/100 on xpay's Agent-Ready Index v2: partial pricing visibility; self-serve checkout is available; a public API exists with documentation; usage-based / per-token pricing is published.

See Unwrangle pricing summaryLive pricing page
Pricing
Unwrangle pricing
As of 2026-05-09 · www.unwrangle.com/
Starter
$99/mo
flat
100,000 credits / month
50 concurrent requests
Shared Queue
Email support
Standard
$249/mo
flat
300,000 credits / month
100 concurrent requests
Shared Queue
Priority Email support
Professional
$499/mo
flat
750,000 credits / month
200 concurrent requests
Shared Queue
Priority Email support
Enterprise
$999/mo
flat
2,000,000 credits / month
350 concurrent requests
Dedicated Queue
Priority Email support
Team Management
Score breakdown · rubric v2.0
How Unwrangle scores on the agent-ready dimensions

Public pricing visibility

15 / 15

Self-serve checkout

15 / 15

Public API + docs

16 / 20

Usage-based / metered pricing

13 / 20

Free entry path

0 / 7

No sales call required

7 / 7

Card / wallet / x402 payment

0 / 6

Machine-readable bonus (MCP / OpenAPI)

0 / 10

Total
66 / 100
Effective pricing
What it actually costs at typical scale
Starter plan, 10,000 requests (within included credits)
$99/mo
· Requests stay within 100,000 included credits· No additional overage charges
Confidence: high
Agent purchase verdict
Can an autonomous agent transact here?
Agent-ready
LLM score: 90/100

Can create account

Yes

Can enter payment method

No

Can upgrade plan

Yes

Can buy more usage

Yes

Can cancel online

Yes

Payment methods

Unknown

Human approval recommended

No

Pricing transparency

full

Purchase motion

self_serve

Demo required

No

Quote required

No

Annual commit required

No

Auto-renewal mentioned

No

Cancellation policy visible

Yes

Refund policy visible

No

Invoice payment available

No

Purchase orders supported

No

MSA required

No

DPA available

No

Security review required

No

Trial

Available, no card

API readiness
API & developer surface

API-first product

Yes

Sandbox present

No

Webhooks

No

MCP mentioned

No

Competitive intel
Positioning & ecosystem
Headline

“Need real-time ecommerce data at scale?”

Buyer persona

developer
mid market
enterprise

Agent purchase simulation
Six-step check: can an agent actually buy from Unwrangle?
✓

Discover price

◐

Select a plan

✗

Pay per task

✓

Avoid a sales call

◐

API docs without auth

✗

Estimate cost upfront

Analysis
Pros and cons for AI agents
Observational summary written by xpay from the signals captured on 2026-05-06. Not a review of the product — only of its current pricing posture for agent buyers.
✓ For an AI agent
  • Pricing is publicly visible on an indexable page — agents can read tiers without scraping past auth.
  • Every advertised tier is self-serve; no tier requires scheduling a call.
◐ Opportunities for the provider
  • No per-unit price was advertised, so an agent has no way to estimate the cost of a single task.
  • API documentation is gated or absent; an agent cannot inspect the integration surface without authentication.
  • No /.well-known/ai-pricing.json or equivalent machine-readable pricing manifest is published — agents must rely on HTML scraping.
One-line fix
How Unwrangle could lift its score

Add a per-unit price (e.g. $X / 1K calls) to the pricing page so an agent can compute its own cost before committing.

pricing_visible

true

headline_phrasing

Need real-time ecommerce data at scale? — Scrape search ranks, product pricing, customer reviews, availability and more from top e-commerce marketplaces with our simple and complete API.

tier_count

1

lowest_paid_entry_usd

99

free_tier

false

free_tier_terms

null

per_unit_price

null

annual_required

false

self_serve_paid_tiers

0

sales_only_tiers

0

public_api_docs_url

https://www.unwrangle.com/404.html

api_docs_auth_walled

false

ai_pricing_json_present

false

agents_txt_present

false

anonymous_purchase_path

false

per_unit_classification

null

usage_headline_present

false

custom_tier_present

false

agent_friendly

{"ai_pricing_json":false,"agents_txt":false,"llms_txt":false,"sitemap_xml":true,"mcp_server_card":false,"agent_skills_index":false,"x402_supported":false}

View raw extracted page text →
Page heading: Need real-time ecommerce data at scale?
CTAs (17): Unwrangle · Open menu · APIs · Scrapers · Pricing · Blog · Login · Sign Up · Get API Key · Get started · Write to us · docs
Price tokens (5): $99 per month · $99 /moSign UpWhat · $249 /moSign UpWhat · $499 /moSign UpWhat · $999 /moSign UpWhat
UnwrangleOpen menuAPIsScrapersPricingBlogLoginSign UpEcommerce APIsNeed real-time ecommerce data at scale?Scrape search ranks, product pricing, customer reviews, availability and more from top e-commerce marketplaces with our simple and complete API.Get API KeyNo credit card required.Hand-drawn illustraction of Unwrangle pulling data from popular websites.Popular Use CasesUse CasesMachine LearningTrain your models with recent reviews from the real world that are relevant to your application.Market ResearchIdentify macro and micro trends across product categories with verified purchase reviews.Reputation MonitoringKeep track of what your customers are saying about your products and business locations.Alternative DataUse online reviews as a measure to estimate customer sentiment towards a brand or company.On demand access to quality dataUse APIs for real-time scraping and Scrapers for asynchronous extractionGet access to structured data in real-time. No need to worry about blocking mechanisms and anti-bot tech.Our data APIs are ready to use, there is no need for configuring your parser for attributes and selectors.Simple pricing, pay per successful result only. Say goodbye to being charged for failed requests.Get startedUnified schema for every platformOur APIs make it easier to extract data from a variety of marketplaces and local business listing sitesGet details like product name, url, thumbnail, pricing, model number, stock status and more with our search APIExtract more in…
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Are you Unwrangle? Something off in this listing?
Agent-Ready Spec
Unwrangle
Approaching Agent-Ready

66

/ 100 (rubric v2.0)
Category

Reputation Management

Pricing model

Not advertised

Tier count

1

Free tier

No

Lowest paid entry

$99/mo

Self-serve / sales-only tiers

0 / 0

Public API docs

Public

Anonymous purchase path

No

Machine-readable pricing

Not published

Last refreshed

2026-05-09

Pricing intelligenceInsights extracted from www.unwrangle.com/
Pricing model

Tier-based subscription

Agent-purchase verdict
Agent-ready
90/100 · v2.1
Canonical answer

Unwrangle pricing starts at $99/mo for the Starter plan; paid plans up to $999/mo. Billed monthly.

Cheapest entry

Starter plan ($99)

Actions
Open live pricing page
Verdict reflects Approaching Agent-Ready status under rubric v2.0. Source observed at https://www.unwrangle.com/.
Agent-friendly features1 of 7 present
Discovery files and protocols
Side-channel signals — informational, not part of the score. Each protocol is independent; adoption signals the publisher is thinking about agent buyers.

ai-pricing.json

agents.txt

llms.txt

sitemap.xml

MCP Server Card

Agent Skills

x402 / MPP

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CompanyAgentically Inc. (d/b/a xpay✦)1875 Mission St, Ste 103San Francisco, CA 94103, United Stateslegal@xpay.sh · privacy@xpay.sh
or ask your AI app
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