Koshima

Joined 1 year ago

Karma
37
Submissions
50
Member since
Nov 23
I am building Flexprice, an open source metering and billing platform built for AI and agentic companies.

Check us out on https://flexprice.io/

Let's connect on LinkedIn: https://www.linkedin.com/in/koshima-satija-028800148/

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Recent submissions

Comment · 1 year ago
It’s interesting how credits became the default abstraction for usage but without transparent burn rates, they're just tokens of confusion.
Comment · 1 year ago
Couldn’t agree more. UPI is the unlock, not just the price. The credit card wall has quietly excluded 90% of the country even those curious and ready to pay.
Comment · 1 year ago
Indeed it is!!
Comment · 1 year ago
You’re right to be cautious. Perplexity’s throttling showed how fast “democratization” can become “degradation.”

But OpenAI might be running a playbook most competitors can’t afford to match: - Lock distribution now - Trade margins for data + ubiquity - Introduce upsells / infra plays later

Comment · 1 year ago
100%. India has ~750M+ internet users and most of them have skipped the desktop era—straight to mobile + UPI.

With ₹399 and no credit card barrier, this could be AI's “Jio moment.” Suddenly, millions of first-time payers can access GPT-5.

Imagine the ripple effects on education, vernacular content, coding bootcamps, and small-town creators.

Comment · 1 year ago
Absolutely. Perplexity with Airtel and Gemini with Reliance already hinted that India’s AI adoption will come through distribution moats.

Yes, you can downgrade from the $20 Plus plan to ChatGPT Go. The switch takes effect at the end of the current billing cycle.

Comment · 1 year ago
Comment · 1 year ago
Appreciate it. For token-based metering, we lean on event-level tracking with strict timestamps and unique identifiers to maintain billing precision, even when upstream responses are delayed or partial. If OpenAI or similar services provide incomplete data, we flag those events for retry or exclusion to avoid corrupting aggregates.

Retroactive adjustments are handled by versioning usage records, so instead of overwriting historical events, we apply corrections as delta events. Invoices pull from the latest state, but we preserve full audit logs underneath to avoid integrity gaps.

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