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revenuecat-audiences

Use before sharing a link to a filtered customer list or audience, and when identifying, filtering, or ranking the user's customers (a segment, who they are, a product or duration, spend, renewals, status, country, attribution).

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SKILL.md
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Audience filters and dashboard links

Use Audiences to filter the user's customers and to share a dashboard link to that set. Filters select the segment; sort_by / sort_direction on preview-audience order the returned sample.

There is no first-class CLI command for audiences. Do not tell the user RevenueCat cannot filter or segment customers.

Identifying, filtering, or ranking customers

Audiences filter on the fields below, including:

  • Product and duration — latestProduct, allPurchasedProductIds, latestPurchasedOffering, entitlements, offers
  • Spend and renewals — totalSpent (filter, and sort_by: total_spent), totalRenewals (filter only; there is no renewal sort)
  • Subscription state — status, trial, auto-renew intent, ownership
  • Store, platform, and country — platform, latestStore, country, storefront
  • Dates — first seen, purchases, renewals, expiration, trial, cancellation
  • Attribution and experiments — media source, campaign, ad group, keywords, price experiment
  • Identity and custom attributes — app user ID, email, locale, customAttribute:{key}

Map the question onto those fields, filter, then read a sample.

  1. Fetch project-specific values with get-audience-filter-options for any field marked project-specific that the question uses (project_id, fields).
  2. Call preview-audience with project_id and body.rules in the filter rule shape (for a saved audience from list-audiences, pass body.audience_uuid instead). It is read-only and saves nothing. Do not create-audience just to inspect a segment.
  3. To rank or name a superlative, pass sort_by (status, latest_auto_renew_intent, first_seen_at, last_seen_at, total_spent) and sort_direction (asc default, or desc) as top-level parameters, not inside body. sort_by: total_spent with sort_direction: desc returns the highest spenders first, so the first customer_sample row is the top spender. The sample is capped (typically 50): it is the top or bottom matches, not every customer.
  4. Answer "how many" from stats (total_customers, active_subscriptions, active_trials, total_revenue in currency), never from the sample size. When stats.is_approximate is true, give counts and revenue as approximate ("about 6,400 customers").
  5. Name customers only from fields customer_sample returned (app_user_id, email, status, total_spent, latest_product_name, first/last seen). Without sort_by the sample is unordered: say it is a sample of matches, not a ranking.
  6. totalRenewals is a filter only, not a sort_by value or a sample column. Filter on a high threshold and report the matches; do not invent a renewal count or claim a unique maximum.
  7. Share the dashboard link. The preview-audience result for body.rules includes a line starting "Dashboard URL for this result"; link that exact URL. Build one yourself (constructing a link) only when no tool result gave you a URL.

Constructing a link

Use this only when no tool result gave you a "Dashboard URL for this result" line. Two shapes: a filtered all-customers link for ad-hoc exploration, and a saved-audience link after create-audience.

  1. Get the project ID from list-projects. For dashboard URLs, strip the proj prefix.
  2. Pick fields and operators from the field tables. Do not invent field or operator names.
  3. For project-specific fields, fetch valid values with get-audience-filter-options first.
  4. Assemble the rule JSON: one group per OR-branch, conditions inside a group for AND, values encoded per value formats.
  5. Serialize and URL-encode the rule with a short script (see encoding the rule) — do not encode by hand.
  6. Append it as the filters query param on https://app.revenuecat.com/projects/{project_id}/customer-lists/all-customers.

URL format

https://app.revenuecat.com/projects/{project_id}/customer-lists/all-customers?filters={encoded_rule}
  • {project_id} — short hex ID from list-projects with proj stripped.
  • Filters only work on the all-customers list. The unfiltered Audiences home is /projects/{project_id}/customer-lists.

Linking to a saved audience

The create-audience and get-audience results include a "Dashboard URL for this result" line; link that exact URL. If you only have list-audiences output, link with customer_list_id, the field returned alongside id:

https://app.revenuecat.com/projects/{project_id}/customer-lists/{customer_list_id}

An audience's id (aud…) and its customer_list_id (list…) are different identifiers. The dashboard route only resolves customer_list_id; an aud… id in that slot renders "Audience not found".

Correct:

https://app.revenuecat.com/projects/56965ae1/customer-lists/list7c1f0a2b93

Wrong (the audience id instead of the customer_list_id):

https://app.revenuecat.com/projects/56965ae1/customer-lists/audf0269cdf3df84dd2

Do not add a filters param to a saved-audience link — the audience carries its own rules. If the response has no customer_list_id, link to /customer-lists and name the audience rather than guessing an id.

Offering to save the filtered view

A filtered all-customers link is ad-hoc — nothing about it is saved. Say so in one short sentence when you share one, and offer to save it: "This view isn't saved — want me to save it as an audience so you can find it later?"

Offer once per conversation. If they accept, call create-audience with the same rule you built for the link, then link to it. Do not offer when the link is already to a saved audience.

The filter rule

The filters value is URL-encoded JSON with this shape:

{
  "groups": [
    {
      "conditions": [{ "field": "platform", "operator": "is", "value": "android" }]
    }
  ]
}
  • Conditions within a group combine with AND.
  • Groups combine with OR.
  • value is always a JSON string — booleans as "true"/"false", numbers as "42", lists as a comma-separated string, date ranges and relative dates as stringified JSON (see value formats).

Correct (compact JSON, whole value URL-encoded):

?filters=%7B%22groups%22%3A%5B%7B%22conditions%22%3A%5B%7B%22field%22%3A%22platform%22%2C%22operator%22%3A%22is%22%2C%22value%22%3A%22android%22%7D%5D%7D%5D%7D

Wrong (raw JSON, spaces, unencoded quotes/braces):

?filters={"groups": [{"conditions": [...]}]}

Encoding the rule

import json
from urllib.parse import quote

rule = {
    "groups": [
        {"conditions": [{"field": "platform", "operator": "is", "value": "android"}]},
    ]
}

print(quote(json.dumps(rule, separators=(",", ":")), safe=""))

Fields

The Audiences preview table shows only Customer, Subscription Status, Auto-Renewal Status, Spent, and Latest Purchase. Other attributes appear in the CSV from Export all, or on a customer's profile.

Use these exact field strings. See Audiences.

Text fields

Operators: is, isNot, contains, doesNotContain, isEmpty, isNotEmpty.

FieldMeaning
customerIdApp user ID
originalAppUserIdOriginal app user ID
emailEmail
phoneNumberPhone number
localeLocale
appVersionApp version
sdkVersionSDK version
platformVersionPlatform (OS) version
projectIdProject ID (e.g. proj1ab2c3d4)
projectNameProject name
appConfigIdApp ID (e.g. app1ab2c3d4)
appConfigNameApp name
idfaIDFA
idfvIDFV
gpsAdIdGPS ad ID
latestPurchasedOfferingLatest purchased offering
latestOfferLatest offer identifier
latestEntitlementsLatest entitlement identifiers
allPurchasedProductIdsAll purchased product identifiers

Enum fields

Operators: is, isNot, isAnyOf, isNotAnyOf, isEmpty, isNotEmpty.

FieldValues
platformiOS, android, web, macOS, amazon, roku, tvOS, visionOS, watchOS
statusactive, trialing, in_grace_period, in_billing_retry, paused, expired, incomplete, unknown
latestStoreapp_store, play_store, promotional, mac_app_store, stripe, amazon, roku, rc_billing, paddle, external
anyActiveStoreAny active store — same store identifiers as latestStore
latestOwnershipTypePURCHASED, FAMILY_SHARED
latestOfferTypeno_offer, free_trial, introductory_offer, offer_code, promotional_offer, win_back_offer, unspecified_offer
priceExperimentVarianta, b, c, d
countryLast seen country — ISO 3166-1 alpha-2 codes (e.g. US, DE)
latestStoreCountryISO 3166-1 alpha-2 country codes
storefrontStore country — ISO 3166-1 alpha-2 codes
mediaSourceproject-specific — fetch valid values
campaignproject-specific
adGroupproject-specific
adproject-specific
keywordproject-specific
creativeproject-specific
priceExperimentIdproject-specific
latestProductproduct IDs of the project — fetch valid values

Boolean fields

Operators: is, isNot. Value is exactly "true" or "false".

FieldMeaning
hasMadeSandboxPurchaseHas made a sandbox purchase
hasMadeNonSubscriptionPurchaseHas made a non-subscription purchase
latestAutoRenewIntentAuto-renewal status (true = set to renew)
isCurrentlyTrialingCurrently trialing
isRcPromoHas been granted an entitlement via RC (promotional)

Number fields

Operators: equal, notEqual, greaterThan, greaterThanOrEqual, lessThan, lessThanOrEqual, isEmpty, isNotEmpty. Value is a numeric string, e.g. "50".

FieldMeaning
totalSpentTotal spent
totalRenewalsTotal number of renewals

Date fields

Operators: before, beforeOrOn, on, after, afterOrOn, within, between, notBetween, isEmpty, isNotEmpty.

FieldMeaning
firstSeenAtFirst seen
lastSeenAtLast seen
firstPurchaseAtFirst purchase
mostRecentPurchaseAtMost recent purchase
mostRecentRenewalAtMost recent renewal
latestExpirationAtLatest expiration
trialStartAtTrial start
trialEndAtTrial end
subscriptionOptOutAtMost recent cancellation
trialOptOutAtMost recent trial cancellation

Custom attribute fields

Filter with customAttribute:{key} (e.g. customAttribute:favorite_team). They use the enum operators. Fetch known keys and values with get-audience-filter-options — never invent a key.

Value formats

  • isEmpty / isNotEmpty — set "value": "" (the value is ignored).
  • isAnyOf / isNotAnyOf — comma-separated string: "value": "US,CA,MX".
  • before, beforeOrOn, on, after, afterOrOn — calendar date "value": "2026-01-31" (YYYY-MM-DD).
  • between / notBetween — stringified JSON with exactly from and to: "value": "{\"from\":\"2026-01-01\",\"to\":\"2026-01-31\"}" (from ≤ to).
  • within — stringified JSON with exactly direction, value, unit: "value": "{\"direction\":\"last\",\"value\":30,\"unit\":\"days\"}". direction is last or next; unit is minutes, hours, or days; value is a non-negative integer. before/beforeOrOn/after/afterOrOn also accept this relative format (not on).

Fetching project-specific values

Fields marked project-specific (mediaSource, campaign, adGroup, ad, keyword, creative, priceExperimentId, latestProduct) and custom attributes only match values that exist in the project's data. Fetch with get-audience-filter-options:

  • project_id (required)
  • fields (required, at least one) — any of the eight fields above, customAttribute:{key} for one custom attribute, or customAttribute to list every custom attribute key with its values.

A custom-attribute entry may come back with cardinality_exceeded: true — a value the user stated verbatim can still be valid even if it is not in the list.

Fixed-value fields (country, platform, status, …) are not served by this tool — use the tables above. Never guess project-specific values — a filter on a non-existent value silently matches zero customers.

Example: building a link

User wants: "Android customers acquired through Instagram" in project proj56965ae1.

Rule (both conditions in one group — AND):

{
  "groups": [
    {
      "conditions": [
        { "field": "platform", "operator": "is", "value": "android" },
        { "field": "mediaSource", "operator": "is", "value": "Instagram" }
      ]
    }
  ]
}

Link:

https://app.revenuecat.com/projects/56965ae1/customer-lists/all-customers?filters=%7B%22groups%22%3A%5B%7B%22conditions%22%3A%5B%7B%22field%22%3A%22platform%22%2C%22operator%22%3A%22is%22%2C%22value%22%3A%22android%22%7D%2C%7B%22field%22%3A%22mediaSource%22%2C%22operator%22%3A%22is%22%2C%22value%22%3A%22Instagram%22%7D%5D%7D%5D%7D

User wants: "customers on iOS or Android who are currently trialing and were first seen in the last 30 days".

{
  "groups": [
    {
      "conditions": [
        { "field": "platform", "operator": "isAnyOf", "value": "iOS,android" },
        { "field": "isCurrentlyTrialing", "operator": "is", "value": "true" },
        {
          "field": "firstSeenAt",
          "operator": "within",
          "value": "{\"direction\":\"last\",\"value\":30,\"unit\":\"days\"}"
        }
      ]
    }
  ]
}
Repository
RevenueCat/ai-toolkit
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