Technology Consultants

Prove PropTech value in stages

Keep use, findings, responses, and booked results apart.

By Angel Campa, FounderUpdated July 15, 2026

I work as a principal engineer. I built the engine behind these audits. Each finding points to the lease clause and the bill line. Your team reviews and signs first.

Prove PropTech value in stages

Measure use, work, findings, and outcomes apart.

Start with a baseline and full cost. Set both before the pilot.

Then move each item along a proof ladder. Do not skip stages.

KPMG's 2026 ROI guide calls for a clear use case. It also calls for a baseline and full costs.

The guide covers AI at large. Use its measure rules, not its AI claims.

Write the use case first

Name one job and one user group.

For example:

Route lease cost review items to named firm reviewers.

That is a work goal. It is not a money claim.

State which sites and files are in scope. Name the review owner.

Also name the stop choice. A weak pilot may need a change or end.

Freeze the baseline

The baseline is the old work state.

Record it before the new process starts. Use the same scope and date range.

Useful baseline fields include:

  • Packets received
  • Packets ready for review
  • File gaps by type
  • Items returned by reviewers
  • Staff work hours recorded
  • Full process cost

Do not invent a missing old value. Mark it unknown.

CRE Insight Journal advises teams to set measures before use. It also warns that results may have many causes.

Build a seven-step ladder

Use one proof state for each claim.

Stage What it proves Needed record
Baseline Prior state Dated source report
Adoption People used the process User or event record
Work complete A step finished Queue state
Supported finding Evidence backs an item Source lines
Firm decision Reviewer chose an action Signed review
Landlord response A reply arrived Response file
Booked result Client records show treatment Finance support

Do not call adoption a result. Do not call a finding a booked result.

The ladder may stop at any stage. Report the true last stage.

Measure adoption with care

Use should match the stated job.

Count packets sent into the path. Count people who finish their assigned step.

Also track failed files and dropped packets. Those facts show weak adoption.

Yardi Smart Lease includes intake, fields, and user approval. Those are work events, not money proof.

Do not use login counts alone. A login does not show completed work.

Separate findings from outcomes

A supported finding needs source lines and a firm choice.

It may then lead to a client action. The landlord may accept or reject it.

Only client records can support a booked result. The client finance owner confirms that state.

Keep these values in separate columns:

item_key,finding_state,firm_decision,landlord_response
booked_result,finance_owner,final_support

Do not fill later fields with the finding value. That would overstate proof.

Count the full cost

Return on investment compares a supported benefit with full cost.

The full cost may include:

  • Tool fees
  • Setup work
  • Data cleanup
  • Staff review time
  • Training and change work
  • Ongoing support

Use the client's real costs. Do not insert an industry guess.

Keep one-time and ongoing costs apart. State the measure period.

This article gives no benchmark. Each client needs its own cost base.

Set a cause rule

A cause rule asks what drove the result.

A booked result may have more than one cause. The new tool may be one part.

Choose a rule before reviewing outcomes. Name any limits.

Possible rules include:

Rule Use
Direct trace One item links through all stages
Shared credit Several work lanes caused the result
No credit The link cannot be proved

Do not change the rule after seeing the result.

JLL calls CRE tech scale complex. Its guide covers a tech plan for real estate work.

This guide proposes the cause rule below.

Walk one proof ladder

The rows below are fictional. Every name is made up.

Assume Beacon Tech helps River Retail test CAM review.

Item Current stage Proof Next owner
RR-01 Adoption Packet event CAM reviewer
RR-02 Supported finding Source lines Firm reviewer
RR-03 Landlord response Reply file Client owner
RR-04 Booked result Finance support Finance owner

Only RR-04 reached the last stage. The other rows stay where proof ends.

This sample uses no dollar values. It predicts no client outcome.

Make a scale choice

Set the choice rule before the final review.

Use three choices: scale, change, or stop.

Scale when the agreed proof gates pass. Change when a named flaw has a fix.

Stop when cost or use misses the stated rule. Record the reason.

This makes the review useful even without a positive result.

See more firm paths on the Practice Growth hub. The PropTech firm pillar keeps this proof ladder.

Set source bounds with the system handoff map. Track work states in the exception queue.

The Yardi and MRI handoff keeps files apart from exports. Find more system work in the tech consultant hub.

Where CAMAudit fits

Proptech consultants can place this review on the proof ladder.

CAMAudit belongs at the Supported finding stage. It does not prove adoption or booked results.

It reads the chosen lease and CAM files. Fixed math checks can return cited review items.

The firm reviewer decides whether an item has support. Approved items enter the branded CAM audit.

Your firm reviews and signs that audit. Client finance alone confirms a booked result.

CAMAudit may prepare a dispute letter draft for an approved item. Your firm reviews it.

This draft is not legal advice. Have counsel review before sending.

Name each proof owner with the service line guide.

Ready to add this work to your firm? Get started.

Sources

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