AI Workflow Benchmarks
for CRE
Tested on real CRE workflows. Scored against expert-defined answers. Know what to trust before you buy, build, or deploy AI.
500 free credits included with signup
What Iceberg Does
Decide what to buy, what to build, what to deploy, and what still needs human review — on evidence, not demos.
We test real workflows against frontier models using expert-defined methodology and deterministic scoring. Not vendor demos. Not “it looked right.”
Example Workflows
Lease Abstraction & Economics
Extract commercial terms and rent schedules from executed leases.
Early Lease Termination
Remaining obligations, replacement costs, lender consent conditions.
Lender Consent Workflows
Apply loan covenant conditions to proposed lease transactions.
LOI Comparison & Lease-Up
Compare competing LOIs against underwriting assumptions.
Acquisition Memo Support
Assemble and verify inputs for investment committee memos.
Custom Workflows
Other document-heavy analytical workflows scoped to your team.
What Goes Wrong Without This
Wrong methodology, plausible answer
Model used straight-line rent instead of NPV. The answer looked close. It changed the economics.
Extraction error cascades
One missed commission detail flowed through remaining obligations, replacement costs, and the final consent call.
Correct reasoning, unusable output
The model did the work internally but failed to return structured output. Nothing usable made it downstream.
Right conclusion, wrong support
The final answer was "yes," but the reasoning would not survive lender or investment review.
Iceberg catches these before they reach a decision. Every output is scored field-by-field against an expert-defined answer key.
Workflow Results
Selected benchmarks, published in full. See how we structure the work and how models perform.
Early Lease Termination & Lender Consent
Office · 7 models · 18 scored fields
Lease Abstract → NER Calculation
Industrial · 7 models · Single + multi-step
Benchmark the Work That Matters
Test AI on the workflows your team actually runs.