The Giraffe blog
Notes on real estate, workflows and the platform underneath them.
Latest · 28 October 2026
One architecture, four products
Today we split Giraffe into four products for four verticals: developers, designers, cities and programmers. They share one architecture, built for simplicity, extensibility and a first principles approach.
Read the post →24 September 2026
For the Builders, Episode 1: How a History Major Built His Own AI Development Associate
Our new series starts with John McGurk of Flint Development, who went from never writing a prompt to running his own AI-powered deal platform on Giraffe in about two months.
Read →27 August 2026
Industrialised housing report, with the University of Sydney
We were happy to take part in the launch of Opportunities to Accelerate Industrialised Housing Construction Using Digital Technologies, a report from the University of Sydney Business School and Giraffe.
Read →14 August 2026
Pull Any Thread
McKinsey argues the AI winners will redesign whole domains, not deploy isolated use cases. We agree — but AEC domains are tangled, not parallel. So in Giraffe you pull any thread to start: site discovery, feasibility, engagement, design. Then the platform thickens.
Read →22 July 2026
A Few Polygons
Giraffe captures design intent as a handful of polygons and links it to economic impact. A massing model this light is cheap to change, yet it feeds the feasibility algorithms — yield, residual land value, zoning, pro forma — that decide whether a masterplan is worth building. The lightness is the point.
Read →23 June 2026
How Would You Build Bloomberg for Property?
Bloomberg won by putting the market and the means to act on it on one screen. Property has the same gap: a site's data is its balance sheet, but its value is the P&L only a feasibility can reveal. You need both on the same screen, or you're pricing an asset off half its accounts.
Read →23 June 2026
Giraffe on TRXL: A Feature Spotlight
Evan Troxel spent a session inside Giraffe for his TRXL feature spotlight. His take on a map-first design tool: the sketch is an information vacuum until you draw it live on the site itself — then the human makes the gesture and the algorithm does the predictable work downstream.
Read →29 May 2026
The AI property tech debate nobody's having: why Greystar thinks architects are the answer, not the problem
The world's largest residential developer isn't using AI to replace architects. It's using it — via Giraffe — to put them back in charge.
Read →29 May 2026
Why capital allocators need a platform, not a tool
Software is a tiny, inexpensive machine compared to the deals it shapes. The developer with the better system wins better deals.
Read →25 May 2026
The economics of panels
Modular construction companies keep going bankrupt because factories are heavy assets starved of demand. The fix isn't better factories — it's pulling the panel decision into feasibility, so the supplier sees demand before the design hardens.
Read →25 May 2026
Urgency
Eisenhower's paradox in an AI age: the important is obvious, but the urgent constantly distracts. Why that's harder for established businesses — and why startups have one less form of debt to drown in.
Read →23 May 2026
Refactoring the development/AEC stack
For a long time, technical BIM work has lived in architecture offices. AI is changing that — and the developer, as client, is in the right seat to take it on.
Read →21 May 2026
All the things a developer needs to hold in their head at once
Giraffe is a good teaching tool because it combines the things a developer, designer, or urban planner has to think about simultaneously — site, context, form, and feasibility — in one place.
Read →29 April 2026
It's all just maths: from Excel to JavaScript
Excel is an extraordinary combination of state, computation, and UI — but for any model used more than once, JavaScript and HTML are a better way to capture the same logic. Here's the same simple property underwrite rendered both ways.
Read →28 April 2026
AI Agents in Real Estate Development: From Site Feasibility to Automated Workflows
AI agents are transforming real estate development by automating the mechanical work that consumes professionals' time. A practical look at workflow orchestration, the end of the $1,000 feasibility study, and what early adopters are building.
Read →17 April 2026
Workflow
Understanding workflow is the key enterprise task. Why Giraffe couples data structure to visualization — and what happens when LLMs start executing the workflow directly.
Read →15 April 2026
What Happens When You Give Claude AI a Real Estate Feasibility Engine
Giraffe is a unique combination of geometry, calculations, and spatial context.
Read →8 April 2026
Building Agent: 10 Minutes of Typing, A Structural Rewrite
The second iteration of our building agent — services rewritten, structure upgraded, facades refined. About 1000 words of prompt.
Read →31 March 2026
AEC Is Too Small a Frame
On why we stopped seeing ourselves as an AEC offering, and what A16Z's thesis gets right — and misses.
Read →27 March 2026
Weekly Update 2: The Return of the Real
The resurgence of physical infrastructure, the consulting budget problem, and Chat v2 — a conversational interface that turns words into digital process.
Read →25 March 2026
Version 13.91: Why Encoding Judgment Now Is the Only Move
Every technical discipline carries decades of heuristic knowledge that has never been formally encoded. Agent-based workflows change this — and the firms encoding now are building an advantage that compounds.
Read →24 March 2026
Giraffe in the Stack: Early-Stage Decisions and the Tools That Surround Them
The property development industry runs on powerful specialist tools. Where does Giraffe sit — and what does that mean for the tools already in the stack?
Read →20 March 2026
Weekly Update 1: Agents, What We Are Seeing
Giraffe works with clients deploying agentic AI across property. Here's what we're seeing — from billing model disruption to the repricing of creative work.
Read →10 March 2026
Software is getting cheaper, orchestration is still hard.
AI has changed the cost equation. The barrier to fixing a broken workflow isn't cost — it's perception. Property development is ready for retooling.
Read →15 January 2026
What Is an App Store for Real Estate?
Why the real estate industry needs a new model for software — one that treats workflows as composable, governed, and repeatable.
Read →8 January 2026
Orchestrated Workflows: A Practical Guide
How to think about workflow orchestration in real estate — and why it matters for teams that need repeatability and governance.
Read →20 December 2025
Governance in the Age of AI
Why auditability and controlled automation matter when AI enters real estate workflows.
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