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A 30-minute call to clarify your next steps. Zero obligations

Case Study

Case Study

Case Study

M&A Advisory

An M&A advisory team came to us mid-quarter with a challenge familiar to anyone in deal flow: junior analysts were spending 60+ hours per deal manually combing through pitch decks, building comparison spreadsheets, and flagging inconsistencies that senior bankers would need to investigate. The first pass alonejust extracting financials and positioningtook two full days. And because every deck arrived in a different format, there was no reliable way to accelerate the work without risking errors.

Year:

2024

Year:

2024

Year:

2024

Industry:

Investment Banking

Industry:

Investment Banking

Industry:

Investment Banking

The Problem

The Problem

The Problem

The team was buried. Pitch decks lived in email threads and shared drives. Financial projections were copy-pasted into Excel. Market assumptions were highlighted in PDFs and re-typed into memos. Analysts toggled between decks, comps databases, and internal notes just to build a baseline understanding of each opportunity.

The team was buried. Pitch decks lived in email threads and shared drives. Financial projections were copy-pasted into Excel. Market assumptions were highlighted in PDFs and re-typed into memos. Analysts toggled between decks, comps databases, and internal notes just to build a baseline understanding of each opportunity.

And it wasn't just slow. It was risky. Inconsistencies between a company's revenue forecast and its customer concentration might not surface until days into diligence. Competitive claims went unverified until the first partner review. Every deck required the same manual build-up, and every delay pushed decisions further from the deal timeline.

increase in retention

+15%

increase in retention

+15%

increase in retention

+15%

hours/month saved

50+

hours/month saved

50+

hours/month saved

50+

Refunds tied to delivery anxiety

-14%

Refunds tied to delivery anxiety

-14%

Refunds tied to delivery anxiety

-14%

Solution

Solution

Solution

We mapped the full diligence workflowfrom deck upload to partner readoutand focused on the repetitive, high-error steps that didn't require human judgment. The goal wasn't to replace the analyst; it was to get them to the interesting questions faster. We prioritized accuracy, auditability, and speed so the system could handle the grunt work while the team focused on insight.

We mapped the full diligence workflowfrom deck upload to partner readoutand focused on the repetitive, high-error steps that didn't require human judgment. The goal wasn't to replace the analyst; it was to get them to the interesting questions faster. We prioritized accuracy, auditability, and speed so the system could handle the grunt work while the team focused on insight.

The solution centered on intelligent automation at each stage of intake: - Structured ingestion that reads any pitch deck format and extracts financials, assumptions, and claims into a standardized data model—no more copy-paste. - Risk detection that automatically flags projection inconsistencies, unsupported market claims, and red flags based on historical deal patterns—issues surface immediately, not days later. - Comparative analysis that pulls similar transactions and benchmarks key metrics in real time—analysts start with context, not a blank spreadsheet. - Synthesis and reporting that generates a structured due diligence summary with citations back to source materials—partners get the memo without waiting for manual write-ups. - Collaborative workflows that route flagged issues to the right team members and track resolution—nothing falls through the cracks.

More projects

More projects

More projects

YOUR FIRST STEP

Book a free 30-minute call.

Book a call

Book a call

My job is to make sure you leave the first call with a clear, actionable plan.

Jessica Burns

Client Success Manager

YOUR FIRST STEP

Book a free 30-minute call.

Book a call

Book a call

My job is to make sure you leave the first call with a clear, actionable plan.

Jessica Burns

Client Success Manager

YOUR FIRST STEP

Book a free 30-minute call.

Book a call

Book a call

My job is to make sure you leave the first call with a clear, actionable plan.

Jessica Burns

Client Success Manager

13

Ready to start?

Get in touch

Whether you have questions or just want to explore options, we’re here.

479-268-1372

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13

Ready to start?

Get in touch

Whether you have questions or just want to explore options, we’re here.

479-268-1372

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B
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t
t
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Soft abstract gradient with white light transitioning into purple, blue, and orange hues

13

Ready to start?

Get in touch

Whether you have questions or just want to explore options, we’re here.

479-268-1372

B
B
a
a
c
c
k
k
 
 
t
t
o
o
 
 
t
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p
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Soft abstract gradient with white light transitioning into purple, blue, and orange hues