We hear a familiar workflow from multifamily teams using Claude: download the reports from the property management system, drop them into a chat, and ask for an analysis. It can work well. A T12, rent roll, and leasing report give Claude plenty to work with.
Where we hear teams start to struggle:
- Report maintenance. Someone has to keep downloading and uploading the latest reports.
- Shared policies. Company accounting rules and capitalization policies need to reach everyone using the tool.
- Shared memory. Property and company context needs to carry across the team, beyond one person and one chat.
- Uptime and subscriptions. Teams have to manage access, availability, and subscription costs.
- Model flexibility. A workflow built around Claude, ChatGPT, or Gemini can need rebuilding when models or pricing change.
BubbleGum connects the property data and gives your team shared company guides and approved property and organization memories. We manage the models behind Cai, our AI assistant, so your data and context stay with BubbleGum as the models change.
We were curious how that difference would show up in a financial review, so we asked Claude and Cai to do the same task: review a property's T12. Cai brought in:
- Operating context. Trailing NOI was close to budget, but current occupancy had fallen below the level supporting future revenue.
- Expense detail. Ledger postings showed the recurring HVAC repair activity behind the maintenance overrun.
- Company rules. With your guides and agreements supplied, Cai can also check accounting treatment, capitalization policies, loan covenants, and management fees.
The table below compares what each review can draw on. Download both full responses at the bottom.
BubbleGum versus Claude
| Review area | BubbleGum | Claude |
|---|---|---|
| Historical financials | Includes all-time financials regardless of operator transition and includes raw GL detail too. | Uploaded T12, month-over-month, and prior-year comparisons |
| Response time | About 2 minutes | About 30 seconds |
| Budget comparison | Quantified shortfalls and offsets | Requested a budget to complete the comparison |
| Supporting expense detail | Raw GL detail to trace expenses to individual postings | Flagged patterns in monthly account totals |
| Occupancy | Current occupancy, 30- and 60-day occupancy projections, in addition to financial occupancies. | Historical dollar-based vacancy in the T12 |
| New leases and renewals | Signed-lease rent growth for both | Statement rent and loss-to-lease trends |
| Market context | Competitor occupancy, modeled expense benchmarks, and REIT earnings sentiment from earnings call transcripts | Not included |
| Company policies | Includes accounting, capitalization, etc. | Policies not supplied |
| Debt detail | Stored loan terms, covenants, and future covenant changes | Reviewed booked costs and coverage; requested debt detail |
| Property management agreements | Agreed fee bases and permitted bill-backs | Agreement not supplied |
Read both responses in full
- Download the BubbleGum review (PDF, 4 pages)
- Download the Claude review (PDF, 4 pages)