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Horizontal vs. vertical AI

Why Pantera beats horizontal AI tools for commercial real estate

Copilot in Excel, Claude in Excel, and the chat windows people paste deals into are built to serve every industry at once. Pantera is built for one thing: how commercial property actually trades in the UK and Europe.

Horizontal AI tools
Pantera
Your deal data
Passes through a shared, general-purpose layer; retention and training controls vary by tier
Stays in your workspace, never used to train a foundation model
Source of truth
Files scattered across drives, inboxes and forwarded versions
Every deal, comparable and version in one place, with access you control
Calculations
Different logic and layout every time, you audit before you trust
Cashflow, yields, waterfall and sensitivity laid out the same way on every deal
Repeatability
Underwrite the same deal twice, get two different structures
Same rubric every time, comparable across pipeline and team
Collaboration
Personal spreadsheets and chat threads, emailed and forked
One shared workspace with comments, notes and full history
Domain knowledge
Trained to be good at everything, built around nothing
Equivalent yield, term & reversion, allowances, share deals, built in
Six reasons it matters

A tool built for one job beats a tool built for all of them

Your work is not training data

Drop a rent roll or a deal model into a general-purpose tool and your data passes through a layer built to serve every industry at once. Retention, logging and training controls vary by tier and change over time. Pantera is a closed system built for one job. Your underwriting inputs, comparables and outputs stay inside your workspace and are never used to train a foundation model.

You control where information sits

Horizontal tools sit on top of files, and those files live wherever they happen to, a local drive, a shared folder, a version sent to a broker three months ago. There is no single source of truth. Pantera holds every deal, every comparable and every version in one place. You decide who sees what, and you can pull access the moment someone leaves.

Calculations you can actually see

General AI tools give you an answer. Sometimes they show working, sometimes a formula, sometimes a summary. The logic differs every time and you have to audit it before you trust it. In Pantera the cashflow, the yield workings, the promote waterfall and the sensitivity are laid out the same way on every deal. Point a junior at it and they can follow it; point an investor at it and they trust it.

Same output every time

Ask a horizontal tool to underwrite the same deal twice and you get two different structures, different assumptions, different layouts, different treatment of voids or rent-free periods. Pantera runs the same rubric on every deal, so numbers are comparable across your pipeline and across your team.

One workspace for the whole team

A spreadsheet or chat thread is a personal artifact. It gets emailed, copied and forked until nobody knows which version is current. Pantera gives the whole team one workspace. Analysts, associates and partners work off the same deal record, with comments, notes and history in one place.

Built for real estate, not for everything

Horizontal AI is trained to be good at everything, which means it is not built around anything. It does not know equivalent yield, term and reversion, hardcore and topslice, capital allowances under CAA 2001, share-deal structures, or the difference between a Cat A and Cat B fit-out. Pantera does. Every field, every calculation and every extraction is built around how commercial property actually trades in the UK and Europe.

See it on one of your own deals

Bring a live deal and watch Pantera build the model in minutes. Auditable, reproducible, and built for property.