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  7. Amazon Personalize

Amazon Personalize logo

Amazon Personalize

Partially Agent-Ready
Agent-Ready SaaS Index · aws.amazon.com · scored 2026-05-06 · rubric v1.1
Score 63 / 100
Machine Learning
Self-serve checkout
Public API

Amazon Personalize publishes a pricing page with 2 discoverable plan tier(s). No per-unit price was found on the page; an agent has no direct way to estimate the cost of a single task. Self-serve signup exists alongside a sales-led / custom tier. Public API documentation is reachable without an auth wall.

See Amazon Personalize pricing summaryLive pricing page
Pricing
Amazon Personalize pricing
As of 2026-05-09 · aws.amazon.com/personalize/
Pricing — verifying
We’re still verifying Amazon Personalize’s pricing

Pricing details are not present in the provided body text; unable to extract numeric pricing, tier structures, or usage rates.

Source of truth: aws.amazon.com/personalize/

Score breakdown · rubric v1.1
How Amazon Personalize scores on the agent-ready dimensions

Public pricing

15 / 15

Usage-based / metered

0 / 25

Self-serve checkout

15 / 15

Public API

15 / 15

Low / no minimum

0 / 10

Unauth automated payment

3 / 10

Bonus (machine-readable pricing)On top of /100 base

0 / 5

Total
63 / 100
Agent purchase simulation
Six-step check: can an agent actually buy from Amazon Personalize?
✓

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.
◐ Opportunities for the provider
  • No per-unit price was advertised, so an agent has no way to estimate the cost of a single task.
  • All advertised tiers route to a sales contact form; an agent cannot complete a purchase autonomously.
  • API documentation is gated or absent; an agent cannot inspect the integration surface without authentication.
  • PPU requires account creation and an issued API key; a fully unauthenticated agent purchase is not yet supported.
  • No /.well-known/ai-pricing.json or equivalent machine-readable pricing manifest is published — agents must rely on HTML scraping.
One-line fix
How Amazon Personalize 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

Amazon Personalize — Elevate every customer experience with AI-powered personalization

tier_count

2

lowest_paid_entry_usd

null

free_tier

false

free_tier_terms

null

per_unit_price

null

annual_required

false

self_serve_paid_tiers

1

sales_only_tiers

0

public_api_docs_url

https://builder.aws.com/

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

true

agent_friendly

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

View raw extracted page text →
Page heading: Amazon Personalize
CTAs (40): Skip to main content · Filter: All · English · Contact us · AWS Marketplace · Support · My account · Search · Sign in to console · Create account · Overview · Features
Skip to main content Filter: All English Contact us AWS Marketplace Support My account Search Filter: All Sign in to console Create account Amazon Personalize Overview Features Pricing Resources FAQs More Products Machine Learning Amazon Personalize Amazon Personalize Elevate every customer experience with AI-powered personalization Get started with Amazon Personalize Why Amazon Personalize? Amazon Personalize helps you elevate the customer experience with AI-powered personalization. With the Amazon Personalize recommendation engine, you can deliver hyper-personalized user experiences in real-time at scale to improve user engagement, customer loyalty, and business results. Play Benefits of Amazon Personalize Deploy hyper-personalized user recommendations across websites, apps, and marketing channels at scale with ultra-low latency With Amazon Personalize, you can train models that learn from billions of user interactions with millions of items. Amazon Personalize uses state-of-the-art artificial intelligence to help you deliver recommendations with low latency across your website, applications, search engines and marketing channels. Set up and start using a fully-managed recommendation engine in hours instead of days You can set up Amazon Personalize, which manages the infrastructure you need to stand up your own recommendation engine in a few hours. As a fully managed AI-powered recommendation service, Amazon Personalize helps accelerate time-to-value with custom models that…
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Get the breakdown of every signal we measured, the one-line fix, and how your peers in Machine Learning stack up.

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Agent-Ready Spec
Amazon Personalize
Partially Agent-Ready

63

/ 100 (rubric v1.1)
Category

Machine Learning

Pricing model

Amazon Personalize — Elevate every customer experience with AI-powered personalization

Tier count

2

Free tier

No

Lowest paid entry

Sales-led

Self-serve / sales-only tiers

1 / 0

Public API docs

Public

Anonymous purchase path

No

Machine-readable pricing

Not published

Last refreshed

2026-05-06

Actions
Open live pricing page
Verdict reflects Partially Agent-Ready status under rubric v1.1. Source observed at https://aws.amazon.com/personalize/.
Agent-friendly features0 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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