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  1. May 4, 2026

    The First-Look Decision: Compressing Initial Screening From Days to Minutes

A broker sends an OM at 9 a.m. on Tuesday. The principal sees it Wednesday afternoon. The analyst pulls comps and runs a back-of-envelope model on Thursday. The response goes back to the broker Friday morning at the earliest, often Monday. That is four to five business days for a first-look decision. By then the broker has shown the deal to three other firms. By then the seller has feedback that shapes pricing. By then the firm that responded Tuesday afternoon is already in second-round conversations.

The first-look decision is the most valuable signal a firm sends to a broker. It is the moment the broker learns whether this firm is serious, whether this firm is responsive, and whether this firm is worth introducing the next deal to. Most firms treat the first look as an internal process. It is also an external one.

Compressing this decision from days to minutes is not about being faster for its own sake. It is about being responsive enough that brokers prioritize the firm in their own workflow.

What a First Look Has to Produce

The first-look decision is not "buy or don't buy." It is "pursue or pass." The firm is deciding whether the deal is worth a second look, not whether to underwrite it.

First-Look Outcome

What It Means

Pursue

Worth diligence time and a real model

Hold

Interesting but waiting on something (price, market, capacity)

Question

Need clarification from broker before deciding

Pass

Not a fit; document reason

The decision is binary at the principal level (pursue or not), but the workflow has to support the intermediate states. A firm that only outputs pursue and pass loses the deals it would have wanted at a different price and the deals where one missing data point made the difference.

What Slows Most Firms Down

The time between OM receipt and first-look response is usually not spent screening the deal. It is spent on workflow friction.

Time Sink

Cause

OM sits in inbox

Waiting for someone to triage

Analyst pulls comps manually

No standing comp set

Back-of-envelope model built from scratch

No template, or template not connected to OM data

Multiple people read OM independently

No shared extraction

Decision waits on principal availability

Asynchronous workflow not in place

Response waits on internal alignment

No structured screening output

Each delay is small. Together they compound to days. The firm experiences this as a normal pace because everyone else is on the same pace. Brokers experience it as the gap between firms that respond same-day and firms that respond next week.

What Compression Requires

Compressing the first look is a workflow change, not an effort change. The principal still spends roughly the same amount of time on the deal. The total elapsed time collapses because the supporting work is automated and parallelized.

Step

Traditional Time

Compressed Time

OM intake and triage

4-24 hours

Seconds

Field extraction

1-3 hours

Minutes

Buy box scoring

30 minutes manual

Seconds

Comp pull

1-2 hours

Minutes (cached)

Back-of-envelope return calc

30 minutes

Seconds (templated)

Principal review

15-30 minutes

15-30 minutes

Response drafted

15 minutes

Templated

The principal's time is the only step that does not compress, and that is correct. The principal is the value-add. Everything else is preparation.

The Decision Surface

When the work is compressed, the principal does not look at an OM. The principal looks at a record. The record has the extracted fields, the buy box score, the back-of-envelope return calculation, the broker history, and a one-paragraph thesis pulled from the OM narrative. The PDF is one click away if the principal wants it.

Decision Element

Source

Property summary

Extracted fields

Buy box fit

Score with components

Initial return math

Templated calc on extracted financials

Comparable deals

Internal comp set, filtered

Broker context

Submission history and quality score

Risk flags

Extraction confidence and risk-section parsing

Thesis

One paragraph from OM narrative

The principal makes the pursue or pass decision in two to five minutes. The supporting work that would have taken half a day is already in the record.

Why Speed Matters to Brokers

Brokers run their own pipelines. They have a list of firms to call, a list of firms to send paper to, and a list of firms they actually expect to respond. The third list is shorter than either of the first two. Firms move onto the third list by responding consistently and quickly. Firms move off it by going dark.

A broker who shows a deal to ten firms and gets two same-day responses, three responses by Thursday, and silence from the rest is going to call the same-day responders first on the next deal. The firms that respond by Thursday are the second tier. The silent ones drop out of consideration regardless of stated relationship.

Broker Behavior

Cause

Calls before sending the OM

Top-tier responsiveness

Sends OM with a personal note

Established responsive

Includes in mass distribution

Default tier

Stops sending

Not responsive enough to justify the slot

The cost of dropping out of the top tier is not measured in declined invitations. It is measured in deals the firm never sees because they were placed elsewhere before the cycle reached the firm's tier.

The Hold and Question States

A first-look workflow that only produces "pursue" and "pass" forces the principal to make decisions on incomplete information or to delay until information arrives. The "hold" and "question" states fix this.

A held deal is one the firm wants to revisit. The hold reason is logged: "interesting at $5M lower," "wait for the rent roll detail," "capacity issue this quarter." The system surfaces the deal again when the trigger condition changes.

A questioned deal is one waiting on a specific input from the broker. The question is sent immediately, with the same compressed turnaround. "What is the unit-by-unit rent roll?" "What is the in-place T-12?" "Is the loan assumable?" These questions go out same-day and feed back into the screening decision when answered.

State

Trigger

Action

Pursue

High score, fit, capacity

Schedule full underwriting

Hold

Borderline with specific blocker

Log condition, monitor

Question

Missing material data

Send broker a structured ask

Pass

Failed criteria, no flex

Log reason, send response

These states make the first look complete without forcing premature decisions.

What "Done" Looks Like

A first-look workflow that operates on minutes rather than days meets the following criteria:

  • Every OM arriving in the inbox is extracted and scored within minutes.

  • Every deal is presented to the principal as a record, not a PDF.

  • Every decision logs the state (pursue, hold, question, pass) and the rationale.

  • Every broker receives a response within the same business day in most cases.

  • Hold and question states are tracked with triggers, not dropped.

  • Broker response times are aggregated and visible to the firm.

If the firm is responding to brokers more than two business days after OM receipt as a default, the workflow is broken.

Conclusion

The first-look decision is the moment a firm signals to its broker network whether it is worth their best deals. Firms that compress this decision to hours respond to more deals, build broker relationships that shape future submissions, and accumulate a record of decisions that improves the next quarter's screening. Firms that take days to first-look responses are sending a different signal, and brokers calibrate accordingly. The compression is not about doing the work faster. It is about doing the supporting work automatically so the principal can spend the same time on judgment without the rest of the workflow getting in the way.

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See how Rets brings clarity, accuracy, and trust to deal documents.