May 2, 2026

AI Credits Trend

aipackagingcreditsusage-basedtrend

Companies using credit or token systems to meter AI usage. This cuts across `ai_packaging` values — credit metering is an implementation detail that appears in bundled, add-on, and separate-sku companies alike. No companies in the dataset use a literal `ai_packaging: credit-lane` tag; this page groups by pricing mechanic rather than tag value.

Companies Using Credit/Token Metering

Bundled with credit limits

cursor — Pro/Pro+/Ultra tiers defined by AI request limits (500/unlimited fast, unlimited slow). Credits gate depth, not access.
openai — pure per-token usage pricing. No credits per se, but token metering is the entire model.
anthropic — seat plans with usage limits that increase by tier. API is pure per-token.
bolt — token-metered AI app builder. Plans differ by token allowance.
elevenlabs — character-based credits for AI voice generation, increasing by plan.
veed — AI video editing with credit limits that increase per tier (`ai_packaging: tiered`).

Add-on with credits

notion — Custom Agents add-on priced at $10 per 1,000 Notion credits.
salesforce — Agentforce uses flex-credits system for AI consumption.

Separate SKU with credits

clickup — Brain ($9/user/mo) and Everything AI ($28/user/mo) plans include credits, plus PAYG credit purchasing.
dialpad — AI Agent tab with conversation-credit pool. Credits consumed only when AI delivers value.

Usage-based AI infrastructure

deepgram — per-audio-minute pricing for speech AI
fireworks — per-token inference pricing
replicate — per-second GPU pricing for model inference
huggingface — usage-based for inference endpoints
databricks — DBU-based consumption for AI workloads
snowflake — credit-based consumption including AI/ML features

The Pattern

Credit systems solve the fundamental tension of AI packaging: customers want unlimited access, companies face variable compute costs. Credits are the compromise.

Bundled access + metered depth — Cursor bundles AI in every plan but limits fast requests. Pro gets 500 fast, Ultra gets unlimited. Access is free; intensity costs money.
Credits as a new value metric — Notion's credit system ($10/1,000) creates a separate axis of monetization orthogonal to per-seat pricing. Seats control who; credits control how much.
Outcome-based credits — Dialpad only consumes credits when AI "delivers value." Intercom charges $0.99 per resolution. The unit of consumption shifts from input (tokens, compute) to output (results, resolutions).
PAYG as safety valve — ClickUp offers both plan-based credit pools and pay-as-you-go purchasing. This lets power users burst beyond plan limits without forcing everyone to a higher tier.

The prediction: as AI costs decline, credit pools will get larger per tier and eventually fold into base pricing. The companies currently using credits are building the metering infrastructure they'll need if usage-based AI becomes the dominant model.