Experiential Labs
For AI teams: Experiential learns from your traffic to cut costs, recommend better models, and train a specialized model you own.
Built by Kion Fallah, Silen Naihin, and Garry Tan · Freemium
Experiential Labs is a Product Hunt listing on Launch Llama with 125 total upvotes, founded by Kion Fallah, Silen Naihin, and Garry Tan who joined in Sep 2026, compared against 6 alternatives.
Product Hunt listing
Listing status
125upvotes
Community score
Kion Fallah, Silen Naihin, and Garry Tan (Joined Sep 2026)
Founder
Compared against 6 alternatives
Market comparison




About
Experiential Labs is an open source AI gateway that routes requests to multiple AI models through a single API endpoint. It helps teams manage AI spending and access by providing consolidated billing, usage tracking, and cost control across different AI providers. The gateway charges no markup on routed tokens and offers an intelligence layer that optimizes model selection and caching based on traffic patterns.
Launch Llama's Take
Based on Launch Llama data as of
Experiential Labs has 125 upvotes, including the votes it received on Product Hunt. It has been listed on Launch Llama since September 2026. No Launch Llama members have upvoted it yet and it has no reviews yet.
Key Features
- Route requests to multiple AI models through one endpoint
- Set and enforce spending budgets with per-request caps
- Track usage and spending by agent, person, model, or day
- Automatically catch opportunities to improve cache hit rate
Use Cases
- Teams wanting to consolidate multiple AI model providers under a single API and billing interface
Pricing
Free plan with 500 credits monthly after $1 card verification. Pro costs $20/month for 2,000 credits. Enterprise offers custom committed credits. All plans charge 0% markup on routed tokens.
FAQ
How do credits work?
A credit is one standardized unit of usage. Routed tokens spend credits at the provider's list price, and the intelligence features spend them too: one unit across everything, worth the same wherever it is spent. Plans and top-ups are just how you buy credits.
Is there really no markup on tokens?
Yes. A routed token spends credits at the provider's list price. We add $0.00 per token, on every plan. What you pay for is the credits themselves: the plan you pick and the intelligence layer, never a percentage of your traffic.
Plans vs. top-ups?
A plan is a monthly credit allotment at a flat 1¢ per credit, the same rate as a top-up. Top-ups let anyone buy credits without a plan. What a plan adds is the unlocks: BYOK and local models, actionable intelligence, prompt storage off, zero data retention, higher rate limits, and discounts on models. $20 to $199 a month is Pro, $200 to $1,999 is Max, $2,000 and up is Ultra; each step up raises your limits and deepens the discounts, and the discounts cover your plan's monthly credits of usage.
What happens when my credits run out?
Requests on credits stop at your caps, so nothing silently overruns. Add more from the dashboard, and anything routed through your own provider keys keeps working the whole time.
Can I bring my own provider keys?
Yes, on Pro, Max, Ultra and Enterprise. The gateway routes through your keys first, so existing provider commitments and discounts flow through untouched, and traffic on your own keys is never rate limited by us.
What does self-hosting include?
The whole gateway: the OpenAI-compatible /v1 endpoint, key management, budgets, provider waterfalls, and the usage API. uvx --from experiential exp run starts it on your own infrastructure.
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