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Gridlode
Launching soonAI extractionUsage-based

AI Review Insights API

Turns a set of customer reviews into insights with Claude: overall sentiment and score, the sentiment of every review and the resulting distribution, the top positive and negative themes with how many reviews mention each and verbatim example quotes, the average rating, and a short summary. Send up to 1,000 review texts (with optional ratings) or let it fetch them from a review engine. Billed by the model's actual token usage (plus the source engine's credits), never above your max_credits.

GEThttps://api.gridlode.com/v1/ai/review-insights
This engine is built and switches on as soon as our AI model access is connected. Join early access through the contact form and we'll email you on launch day.

Parameters

NameTypeDescription
reviewsstringReviews to analyse: strings, or objects {text, rating, id}. Give reviews or source.
Default: null
sourcestringFetch the reviews with a review engine instead: {engine, params}. That engine's own credits are included in the charge.
Default: null
languagestringLanguage for the summary and theme names (quotes stay verbatim).
Default: "en"
max_themesintegerThemes per side (positive / negative).
Default: 5
max_charsstringReview text sent to the model is cut at this many characters (server limit applies when lower).
Default: null
max_creditsintegerThe most this call may cost, source engine included. The actual charge follows token usage and is never higher.
Default: 150
max_ageintegerAccept a cached answer up to this many seconds old, billed at 50%. Default 0 (always fresh).

Response fields

    Code

    curl "https://api.gridlode.com/v1/ai/review-insights?" \
      -H "Authorization: Bearer $GRIDLODE_KEY"
    Billed by actual usage (set max_credits to cap it)
    One credit is $0.001 on the smallest pack, from $0.0003 on enterprise plans.
    Half price for cached data
    Cached for up to 1 h. Pass max_age to use it.
    Failed requests are free
    Blocks, timeouts and target errors never cost credits.

    Market reference: Outscraper reviews + GPT post-processing (DIY) · ReviewTrackers / Birdeye insights (subscription).

    Questions

    How much does the AI Review Insights API cost?

    Billed by actual usage (set max_credits to cap it). One credit costs $0.001 on the smallest pack and as little as $0.0003 on enterprise plans. Cached answers cost half and failed calls are free.

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