The Units section can be built using one of two pipelines. You pick which one runs for a given property via a toggle on the property workspace.
Default: v2 (Beta) is the default for new properties.
The two pipelines, side by side
| v1 (Stable) | v2 (Beta) | |
|---|---|---|
| Status | Production-grade, default in some flows | New default for new properties |
| Primary data path | Listing aggregators + institutional property graph | Agentic crawler over the open web |
| Verification fallback | n/a | Independent page-fetch verification + photo regex |
| Discovery | List-based | Agentic (LLM-driven exploration) |
| Cross-checking gates | No | Yes — won't blind-trust a single source for unit counts |
| Commercial gate | No | Yes — explicit asset-class check |
| Anomaly detection | No | Yes — flags suspicious unit counts |
| Cache | Limited | Persistent crawl cache |
| Single-source dependency | Yes | No |
When to use v1
- You need maximum stability and aren't comfortable being on a beta path.
- The property has a strong, fresh listing record on the legacy listing source.
- A v2 run produced anomalous results and you want to fall back.
When to use v2
- You're researching a property where listing data is weak or missing.
- You want the cross-checking gates (multi-source, commercial, anomaly).
- You're researching a non-multifamily asset class — v2 handles those better.
- You want repeatable behavior — v2's crawl cache makes a re-run on the same property cheap.
Switching pipelines
The toggle is on:
- The property card on the portfolio detail page.
- The detailed property view (under the units summary).
- The Deep Research setup panel before you start a run.
Switching only affects new runs. An already-completed Units section keeps the data from whichever pipeline produced it. To convert, switch the toggle and re-run the Units section.
Both pipelines respect the rent roll
When a rent roll is uploaded, it wins for unit count, unit mix, occupancy, and in-place rents — regardless of which pipeline is selected. The pipeline is only used for properties without a rent roll, or to fill in gaps the rent roll doesn't cover (estimated market rent per unit, renovation status from photos, etc.).
Reporting issues
If v2 returns surprising results — wrong unit count, missing units, mismatched rents — please report it as a bug with the property URL. The v2 pipeline is in active development and your reports directly drive priorities.