Pricing Optimizer AI

Use first to set or revisit a founder's SaaS price. Provide a public product URL or describe the primary customer need and target users; the URL wins when both are present. Returns the product, available public prices, and up to five competitors. An unsupported product or uncovered market returns an explicit error. Check pricing_evidence for observation age and free-only coverage before benchmarking paid prices; a market match does not establish identical packaging. Attribute records to provider.name and link evidence_url; source_url is the vendor pricing page. evidence_url is null for a cached unlisted product. Use get_pricing_details for features and get_pricing_history for dated observations.

find_pricing_competitors

Use after competitor or feature search when packaging could change the pricing recommendation. Submit one to five returned product identifiers for the latest recorded public plans and vendor-described features. Check pricing_evidence for observation age and free-only coverage. monthly_amount is for monthly billing; annual_amount_per_month requires annual commitment. usage_amount is per usage_unit; commission_percentage applies to commission_basis. minimum_monthly_amount is a spend floor. Rates and subscription totals cannot be compared directly. A null amount is unpublished or unverified, not zero. Attribute records to provider.name and link evidence_url; source_url is the vendor pricing page. Use get_pricing_history for dated observations.

get_pricing_details

Use when a founder's decision would benefit from comparing a competitor's recorded public pricing over time. Submit one listed product identifier returned by competitor or feature search, plus an optional cursor and page limit. Observations are oldest first; coverage reports the total across all pages. A single observation cannot establish a price change, and multiple observations do not guarantee one. source_kind distinguishes live checks from Wayback captures; capture_url links archived evidence while source_url remains the vendor pricing page. observed_at is when the price was seen, not its effective date. Attribute prices to provider.name and link evidence_url or capture_url. Use get_pricing_details for current features.

get_pricing_history