GalimAI technology

Inside the machine learning models that power GalimAI. How we predict when UK property owners will sell, which letters work, and why ML beats rule-based filtering.

Predicting When UK Property Owners SellHow GalimAI's Python + BigQuery + gradient boosting model scores every UK property-owning company by sell-probability. 160,000 Letters: The Response-Prediction Model3 years of campaign outcomes, a multi-armed bandit, and what consistently works for direct-to-owner outreach. Why ML Beats Rules for Off-Market SourcingWhere rule-based filtering breaks down, what changes when ML takes over, and the architecture that ships.

Lender research

10 long-form posts built for UK specialist lenders: bridging, BTL, development finance, refinance, distress. Every post grounded in Companies House and Gazette data.

Commercial Bridging Finance: Overdue CohortThe 11,000 to 15,000 UK property companies with bridge debt 24+ months overdue. Business Bridging Loans 2026: Borrower Profile38,000 to 45,000 UK property companies actively carrying bridge debt, split into five cohorts. Bridging Loan Companies UK: Financing MixHow 38,000 UK property companies are financed today. White-space for new lender entrants. Development Finance: Spotting Developer-Exit Pressure30 to 40% of UK development-bridge book is overdue 24+ months. The exit-bridge refi window. UK Bridge-Debt Refinancing Cliff 202619,000 to 24,000 UK property companies approaching bridge expiry. The 2026-2027 peak. Portfolio Landlord Finance: The 10+ Charge Cohort10,000 UK property companies carrying 10+ active charges. Refi event every 3 to 5 months. Auction Finance: Auction-Bound CohortThree signal stacks that predict which UK property companies will dispose at auction. Distressed Property Loans 20261,058 UK property company owners in formal distress. +277% YoY surge. Second Charge Bridging Finance2,200 to 3,400 UK property companies carry active second-charge bridge debt. How UK Lenders Source Clients: The Companies House PlaybookA practical playbook for direct prospecting against Companies House and Gazette data.
GalimAI Blog - UK Property Intelligence, Owner Signals, Off-Market Deals

GalimAI Blog

UK property intelligence: company distress signals, owner research, off-market buying patterns, and city-by-city playbooks. Drawn from Companies House, HM Land Registry, and the London + Edinburgh Gazettes.

GalimAI technology Lender research Data-led research Owner-finding guides UK city pages More

Data-led research

17 long-form posts built on GalimAI portal data: distress, dissolutions, leverage, family ownership, hold patterns, regional and city cuts.

Flipper & Failed-SPV Pattern1 in 6 UK property SPVs dissolve inside 24 months. Distressed Property Companies in London183 Greater London property companies in distress in 2026. UK Property Dissolution AccelerationDissolutions up 85-95% on the 5-year average. Family Ownership in UK PropertyHusband-wife, parent-child, sibling co-ownership patterns. Heavily Leveraged Property Companies10,000 UK property cos carrying 10+ active charges. Bridge Finance Pressure Cohort38,000 UK property cos on short-term, high-rate bridge debt. The 22-Year Hold Club85k-100k UK property cos still held by their original director. UK Property Distress: +277% YoY1,058 distressed property companies, up 277% in a year. Gazette Notice Types ExplainedLiquidation, dissolution, strike-off: what each signal means. Distressed Companies UK Regional MapWhere in the UK distressed property companies cluster. Gazette Notice Buyer WindowThe 90-180 day window for off-market property acquisition. Stacked Distress SignalsWhen 2+ distress signals stack, deal probability multiplies. Recently Active UK Property Buyers90,000 UK companies that bought property in the last 24 months. New UK Property Buyer Companies 2025Freshly-formed SPVs and trading cos that just entered property. UK Property Buyer Sector Mix 2026Who is buying: trading cos, SPVs, family, institutional split. UK High-Velocity Property BuyersCompanies that close 3+ deals a year - the active set. Find Real UK Property Buyer SignalsCut through noise: signals that mean real buying intent.

Owner-finding guides

How to locate motivated sellers, distressed owners, and off-market deals - with worked examples.

Best Time to Send Letters to Property Owners Best Way to Search Property Opportunities UK Direct to Vendor Letter UK How Property Ownership Origin Affects Selling How to Buy Property at a Discount UK How to Buy Property Without an Estate Agent UK How to Find Buyers for My Property UK How to Find Distressed Property Owners UK How to Find Motivated Sellers UK How to Find Off Market Deals UK How to Find Off Market Property UK Selling a Tenanted Property UK Signals of Motivated Seller UK When Are Property Owners Most Likely to Sell Why UK Homes Are Not Selling 2026 Why UK Property Investors Fish the Same Pond

UK city pages

Buyer and seller playbooks for the major UK cities.

Off Market Property Birmingham Off Market Property Bristol Off Market Property Cardiff Off Market Property Coventry Off Market Property Leeds Off Market Property Leicester Off Market Property Liverpool Off Market Property London Off Market Property Manchester Off Market Property Newcastle Off Market Property Nottingham Off Market Property Sheffield Sell Property Fast Birmingham Sell Property Fast Bristol Sell Property Fast Cardiff Sell Property Fast Coventry Sell Property Fast Leeds Sell Property Fast Leicester Sell Property Fast Liverpool Sell Property Fast London Sell Property Fast Manchester Sell Property Fast Newcastle Sell Property Fast Nottingham Sell Property Fast Sheffield UK Property By City

More from GalimAI

Strategy, costs, and market commentary.

Below Market Value Property UK Buy to Let Costs 2026 Margin in the Buy Buy to Let Landlord Exit UK 2026 Property Owners Financial Pressure UK Property Owners Legal Complications UK UK Active Property Buyers By Region UK Property Companies No Mortgage UK Property Deals Falling Through Buyers UK Property Owners Late Filings UK Property Owners Multiple Sell Signals UK Property Owners Over 60 UK Property Sales Falling Through 2026 UK Property Sourcer Playbook