01Voice
Answers in his voice — not a chatbot's
Persona-accurate retrieval over 50+ hours of ingested breakdowns. It reasons the way he does about a setup, holds his convictions, and drops the corporate-assistant tone entirely.
The Inner Circle · AI Market Advisor
Trade with his conviction.
A private AI advisor trained on 50+ hours of his market breakdowns — answering in his voice, grounded in the real analysis, with live alerts that overrule the noise.
Live agent · 2,148 traders inside the Circle
95.2%
persona fidelity
Umar Punjabi · Founder, The Inner Circle
50+ hrs of analysis ingested✦95.2% persona fidelity✦Live alert override✦Two-tier retrieval✦412ms average reply✦Grounded, never stale✦
50+
hours of his analysis, ingested
95.2%
persona fidelity, not a wrapper
412ms
average grounded reply
2,148
traders in the Inner Circle
Why it feels different
Built to be right, and to sound like him doing it.
02Alerts
Live alerts overrule the model itself
Time-sensitive market alerts retrieved from Pinecone outrank the model's own memory. When conditions change, the assistant changes with them — it is never confidently stale.
03Retrieval
Two tiers of memory, one grounded answer
Upstash Vector holds the knowledge base, Pinecone plus Cohere rerank the alerts, and Redis keeps every session's memory warm and low-latency. Depth without the lag.
04Receipts
Every claim can cite its source clip
Ask where an answer comes from and it embeds the exact moment from his channel — parsed resiliently straight from the model output. Conviction you can watch back.
Under the hood
It doesn't guess. It remembers, then it checks.
Most persona bots are a system prompt in a costume. This one grounds every answer in his actual analysis first, then lets a live alert layer overrule it the moment the market turns.
Ingest
Long-form breakdowns are chunked, embedded, and stored so his reasoning is searchable — not summarised away.
Ground
Each question pulls the closest passages first, so answers stand on his real words rather than a plausible guess.
Override
A live alert layer sits on top. When the market moves, the DEFCON rule lets today's alert overrule yesterday's take.
Membership is open
Step inside the Inner Circle.
Markets, mindset, and setups — answered in his voice, backed by the real thing, any hour you need it.