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Commercial Case / Unknown / Payment Signal

tokenharbor.ai

LLM API aggregation gateway: one endpoint to call Anthropic, OpenAI, Gemini, Zhipu, Kimi and other models, plus a chat interface.

Visit official website ↗

THE BUSINESS IN NUMBERS

See the trend, not just the rank

8,5962026-09 · Visit estimates
Historical trend, missing values left blank04.3K8.6KApr–Jun 2026 (avg):02026-07:02026-08:2072026-09:8,596Apr–Jun 2026 (avg)2026-09

Apr–Jun is monthly average estimate, others are monthly estimates; visits do not equal transactions. Missing values left blank, negative values shown as recorded.

View period data
PeriodVisit estimates
Apr–Jun 2026 (avg)0
2026-070
2026-08207
2026-098,596
01 / PRODUCT & PEOPLE

Who does it serve and what problem does it solve?

One key for many models, with an ultra-cheap entry subscription (first month $0.99)

Target Audience

Developers who need multiple LLM APIs, with Indonesian and Indian users in the majority

02 / BUSINESS MODEL

How does it charge?

subscription

Free tier $0/month; Agent Pass $0.99 first month, then $1.99/month; Office plan $9.99/month (existing data truncated, further tiers unknown)

The above describes historical pricing. Check official website for current prices.

03 / ACQUISITION

Where do users come from?

Direct 56.1%, search 32.9% (brand keywords 89%, token harbor etc.), social 6.6% from X, YouTube and Reddit; referrals include threads.com 4.26% and tokenrouter.com 2.79%. New users mostly see a social post and then search the brand directly; existing users return directly.

Channel share, initial acquisition, and growth drivers are distinct; correlation does not imply proven causation.

04 / YOUR NEXT QUESTION

What remains to be verified?

The following are research questions, not established market opportunities.

  • What do target users actually pay for? Is there direct user feedback or paid interview evidence?
  • Are these historical prices still active today? What are the conversion, retention, and fulfillment costs?
  • Is the "Social media" channel still viable? What resources do indie devs need to test it?
  • Whose needs are competitors failing to meet? Find specific evidence before deciding on your angle.

05 / BUSINESS EVIDENCE

Test stories with numbers

The following signals are used to audit cases, not to automatically validate product success or market opportunities.

8,5962026-09 Checkout visit estimate (non-transaction)
UnknownSnapshot 30-day revenue / USD
UnknownMetric updated