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The AI Analyst Loop: Ask, Retrieve, Verify, Challenge, Monitor

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Slides

One idea per slide

Cover
THE AI ANALYST LOOP

AI does not replace
analyst judgment.

It runs the same loop, faster:
ask -> retrieve -> verify -> challenge -> monitor.

AI builds. You judge.
(swipe)
Slide 1
THE AI ANALYST LOOP

AI does not replace
analyst judgment.

The value is not one answer.
It is a repeatable loop:
ask -> retrieve -> verify -> challenge -> monitor.

AI builds. You judge.
(swipe)
Slide 2
Everyone uses AI the same way.

Prompt it once.
Read the answer.
Move on.

That is not analysis.
That is a guess with extra steps.

The edge is the loop you run
around the answer, not the prompt.
Slide 3
1. ASK

-> Write the real question, not a vibe
-> "Is this a good company?" is a vibe
-> "Did margins compress two years running, and why?" is a question
-> Narrow scope. One thesis at a time

A loose question gets a confident, useless answer.
Slide 4
2. RETRIEVE

-> Pull the evidence: 10-K, earnings call, comps
-> Demand a source on every single line
-> Output format: positive / negative / unclear
-> No source = the claim does not exist yet

AI is fast at finding evidence.
That is the job you are giving it.
Slide 5
3. VERIFY

-> Every figure: source + page + date, or cut it
-> You re-check the ones that move the thesis
-> Check them against the primary filing yourself
-> "Unclear" is a real answer. It goes on a follow-up list

This is where most AI workflows quietly fail.
Slide 6
4. CHALLENGE

-> Ask AI to build the strongest case against your read
-> Make it argue the bear side, then the bull side
-> If it cannot break your thesis, you have not tested it
-> You have only agreed with yourself

A thesis nobody attacked is a hope, not a view.
Slide 7
5. MONITOR

-> The loop does not close
-> New filing. New call. New print
-> Re-run the steps when the facts change
-> Flag what broke your prior assumptions

The work is not the answer.
The work is keeping it current.
Slide 8
What AI never does in this loop:

-> Decide if the business is good
-> Decide what it is worth
-> Decide whether you act

That is your assumption set,
not its output.

AI builds the read. You own the thesis.
Save this. Run it on your next name.

Educational only. Not advice.

Caption

Paste under the carousel

AI does not replace analyst judgment. It runs the same loop faster, if you actually run a loop.

Most people prompt once, read the answer, and stop. That is a guess with extra steps. The edge is the process you wrap around the output.

Five steps, AI builds and you judge:

1. ASK: write the real question. Narrow, falsifiable, one thesis at a time. 2. RETRIEVE: pull evidence from the 10-K, the call, the comps, with a source on every line. 3. VERIFY: source, page, and date on every figure, or it gets cut. You check the ones that matter against the primary filing. 4. CHALLENGE: have AI build the strongest case against your read. If it cannot, you have not stress-tested anything. 5. MONITOR: re-run the loop when the facts move. New filing, new call, new print.

Notice what the AI never does: it does not tell you the business is good, what it is worth, or what to do. That stays with you.

The analyst who wins is not the one with the cleverest prompt. It is the one who runs the loop with discipline.

Save this and run it on your next name.

Educational content only. Not investment advice, and not a recommendation to buy, sell, or hold any security. Wall Street Prompt. Always verify against the primary source.

Design notes

Near-black background (#0B0B0C) across all slides. One accent: WSP green (#16C784) reserved for the step number/keyword (1. ASK, 2. RETRIEVE, etc.) and the arrows; all body copy off-white (#F2F2F0). Cover headline in heavy condensed caps (Anton / Druk style), tight tracking. Body slides use a clean grotesque (Inter / Söhne). Each body slide is one teaching unit: big green numbered keyword at top, then a tight arrow list, then a single sharp closing line in a slightly larger or italicized weight to land the point. Keep a persistent thin green progress indicator or step dots (1-8) at the bottom so it reads as a sequence. High density but ordered. No stock imagery, no glow, no gradients. Final slide reuses the cover's lockup and adds the handle plus the short disclaimer in small type.

CTA

Save this and run it on your next name. Comment 'LOOP' and I'll send the analyst-loop worksheet.

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