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From Investor Deck PDF to a Red-Flag Matrix

Carousel — cover + one idea per slide + caption. This is a post, not a video script.

Carousel
Instagram carousel + LinkedIn documentInstagram carousel8 slides
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Reference creator resolved, but the exact source post was not captured. Capture the specific post (not just the profile) before treating as validated.

Reference creator: Asimov Academy / Cole Medin

Slides

One idea per slide

Cover
THE RED-FLAG MATRIX
for any investor deck

A pitch deck is built to persuade.
Here's how to un-persuade it
with AI, one page, four axes.

AI extracts. You score.
(swipe)
Slide 1
THE RED-FLAG MATRIX
for any investor deck

Turn a polished PDF into
one page you can interrogate.

AI extracts the claims.
You rate the evidence.
(swipe)
Slide 2
Start with the obvious thing
everyone forgets:

A deck is not analysis.
It is a sales document.

Every chart was chosen.
Every metric was framed.
The weak quarter was cropped.

That is the deck doing its job.
Now you do yours.
Slide 3
Give AI a job, not a verdict.

-> Feed it the full deck PDF
-> Tell it: extract claims, do not conclude
-> One claim per row, slide number cited
-> No slide reference = not usable

You are building a table,
not asking for an opinion.
Slide 4
AXIS 1: CLAIM vs. SOURCE

-> List every quantitative claim
-> Mark what each one cites
-> Filing? Audited number? Nothing?
-> A number with no source is a Yellow, not a fact

The deck's job was to make
the claim feel sourced.
Make it prove it.
Slide 5
AXIS 2: METRIC vs. DEFINITION

-> Pull each headline metric
-> Then pull how the deck defines it
-> "Adjusted," "pro forma," "run-rate" are definitions
-> A metric is only as clean as its definition

The word in front of the number
is where the persuasion lives.
Slide 6
AXIS 3: BEST CASE vs. BASE CASE

-> Separate reported from projected
-> Reported = it happened
-> Projected = it has to happen
-> Flag any growth line that needs the projection to work

A forecast is an assumption
wearing a chart's clothes.
Slide 7
AXIS 4: THE OMISSION CHECK

-> Ask what a skeptic expects to see
-> Net retention. Cohort decay.
-> Customer concentration. The down quarter.
-> What is missing is often the answer

The strongest signal in a deck
is the slide that isn't there.
Slide 8
NOW SCORE EVERY SLIDE

-> GREEN: verified against a source
-> YELLOW: plausible but unsourced
-> RED: accept it on trust, or not at all

The Reds are not a verdict.
They are your question list
for management.

AI built the matrix.
You own the read.
Save this. Run it on your next deck.

Educational only. Not advice.

Caption

Paste under the carousel

Investor decks are designed to persuade. That is not a flaw, it is the format. So the worst thing you can do is hand the PDF to AI and ask "is this a good deal." Wrong job.

Instead, use AI to flatten the whole deck into one page you can interrogate. AI extracts the claims. You score the evidence.

The four axes:

1. Claim vs. source: every quantitative claim, and what each one actually cites. No source is a Yellow, not a fact. 2. Metric vs. definition: the headline number and the word in front of it. "Adjusted," "pro forma," and "run-rate" are definitions doing persuasion. 3. Best case vs. base case: what is reported versus what is projected. A forecast is an assumption wearing a chart's clothes. 4. The omission check: what a skeptic would expect to see that the deck left out. Net retention, cohort decay, concentration, the down quarter.

Then score each slide Green, Yellow, or Red. The Reds are not a conclusion. They are the questions you take to management.

Notice what the AI is not doing: it is not deciding if the deck is honest, what the company is worth, or what you should do. That stays with you.

Save this one and run it on your next deck.

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 filings.

Design notes

Instagram carousel 4:5, also exportable as a LinkedIn document PDF. WSP system: near-black background (#0B0B0C), off-white body, single green accent (#1FB66B). Cover uses the heavy condensed all-caps headline with RED-FLAG in green; everything else off-white. Body slides: consistent top-left label in green caps for the axis name ("AXIS 1: CLAIM vs. SOURCE"), arrow-list body in off-white humanist sans, and a one or two line italic-weight "sharpen" closer at the bottom set slightly smaller. Keep the green accent only on the axis labels and the -> arrows. On slide 8, render GREEN in the accent green, YELLOW as a muted amber dot/label, and RED as a muted desaturated red so the traffic-light reads instantly without breaking the one-accent rule. Maintain a fixed baseline grid and left margin across all slides so the deck feels like a single reference document. Slide numbers small in a bottom corner. Final slide carries the disclaimer in small footer type.

CTA

Save this and run it on your next deck. Comment "MATRIX" and I'll send the red-flag scoring template.

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