QL / SYSTEM BOOT
One pool. Many possibilities.QUOTA
LOOM.
COMMUNITY AI INFRASTRUCTURE / 001
✳QUOTA
LOOM
01 / THE SHARED INTELLIGENCE LAYER● DEMO WORKSPACE

INTELLIGENCE,
IN COMMON.

Compare models, plan shared AI credits, and see what every request costs. A practical workspace for communities building with AI.

AN EXPERIMENTAL COMMUNITY CREDIT INTERFACESCROLL TO OPERATE ↓
ONE SHARED POOL✳MULTIPLE MODEL PATHS✳VISIBLE CREDIT RULES✳EXPLICIT USAGE
01 / WORKBENCH

Make the trade-off visible.

Select two model profiles, enter a prompt, and compare estimated cost. Run a local prompt analysis or connect a private LiteLLM-compatible gateway for actual model output.

LOCAL SIMULATIONIllustrative prices and local calculations. No model is called.
01.A / CONFIGUREMODEL PAIR

Analysis is deterministic and runs in your browser. Estimates are based on editable reference rates.

01.B / READOUTAWAITING INPUT
PROJECTED SPEND / TWO CALLS$0.0000USD · based on estimated input and selected output tokens
Run analysis to inspect your prompt and record an illustrative spend in the local ledger.
REFERENCE MODEL RATES ARE EDITABLE IN THE MODEL CATALOG. THEY ARE EXAMPLES, NOT LIVE PROVIDER QUOTES. TOKEN COUNT USES A LOCAL HEURISTIC.
02 / OPERATING LOGIC

A pool with a paper trail.

From model choice to allocation, each visible number follows a rule you can inspect.

01

Choose

Compare model profiles and editable per-million-token rates.

02

Allocate

Divide a local demo budget across members without exceeding the pool.

03

Account

Analyze a prompt, record an illustrative charge, and export your ledger.

04

Connect

Bring your own LiteLLM-compatible gateway for actual response comparison.

03 / COMMUNITY POOL

Set the rules together.

Try an allocation locally. Changes persist in this browser. Shared enforcement, wallet membership, and on-chain settlement require future services.

DEMO CREDIT POOL$200.00
UNASSIGNED$0.00
ALLOCATION RULEΣ MEMBER LIMITS ≤ POOL
MEMBER ALLOCATIONS
04 / LOCAL LEDGER

What the pool actually shows.

This ledger contains only activity from this browser. Demo analysis is estimated; gateway rows report model usage when returned, with cost still estimated from your rates.

RECORDED EVENTS00
ESTIMATED SPEND$0.0000
POOL REMAINING$200.00
TIMEMEMBERMODEMODELTOKENSEST. USD
No events yet. Run a prompt analysis to begin a local record.
STORED ONLY IN THIS BROWSER · EXPORT BEFORE CLEARING
THE NEXT THREAD

Shared intelligence
needs clear limits.

Quota Loom makes model choice and credit rules tangible. A production community pool needs identity, a secure gateway, persistent accounting, and enforceable limits.

GATEWAY / PRIVATE CONFIGURATION

Connect real inference.

The public site never includes a gateway key. A deployment owner can configure a server-side LiteLLM-compatible endpoint and a community access token.

Checking gateway configuration…

The token stays in this tab's memory and is sent only to this site's API. Browser demo allocations do not enforce gateway limits.

PRODUCTION DEPENDENCIES

What comes next.

  1. Deploy and secure a LiteLLM gateway with approved model names and provider keys.
  2. Add member authentication and server-side quota enforcement with a persistent database.
  3. Verify community eligibility via wallet signatures and chain reads.
  4. Define and audit any token, settlement, or governance contract before connecting it.

No wallet, token, or on-chain action is connected in this demo.