What is an automated valuation model?
An automated valuation model, commonly known as an AVM, is a technology-driven tool that uses mathematical modelling, statistical analysis, and property transaction databases to estimate the market value of a property without requiring a physical inspection. AVMs analyse factors including Land Registry sold price data, property characteristics such as size, type, and age, local market trends, proximity to amenities, and broader economic indicators to generate a confidence-rated valuation in a matter of minutes. The technology has advanced significantly in recent years and several leading providers now claim accuracy rates of within 5% of the RICS valuation for standard residential properties in well-evidenced areas.
In the context of bridging finance, AVMs have become an increasingly important tool for lenders seeking to offer rapid completion timescales. Where a traditional RICS valuation takes 7-15 working days to instruct, conduct, and report, an AVM can produce a result in under five minutes. For a borrower who needs to complete a purchase within 7-10 days, whether for an auction acquisition or a competitive chain-free purchase, the difference between waiting two weeks for a valuation and receiving one instantly can be the difference between winning and losing the deal.
However, AVMs are not appropriate for every situation. They work best for standard residential properties in areas with abundant transaction data. They struggle with unusual properties, properties in areas with limited comparable sales, commercial properties, mixed-use buildings, and development sites. Most critically for the construction finance market, AVMs cannot value a property that does not yet exist, which is why they are used in bridging rather than development finance. Understanding when an AVM is appropriate and when a full valuation is necessary is essential for borrowers who need to balance speed with accuracy.
How bridging lenders use AVMs
Bridging lenders typically accept AVMs for straightforward residential loans where the loan-to-value ratio is conservative, usually 60% or below. At this LTV, the lender has a substantial equity cushion that protects against any inaccuracy in the AVM figure. If the AVM values a property at £500,000 and the lender advances 60% at £300,000, even if the true value is 10% lower at £450,000, the lender's exposure of £300,000 still represents only 67% of the lower value, which remains within acceptable risk parameters.
Some lenders operate a tiered approach. For loans below £500,000 at under 60% LTV on standard residential properties, they accept an AVM alone. For loans between £500,000 and £1,000,000 or at higher LTVs, they may accept an AVM supplemented by a desktop valuation, where a qualified valuer reviews the AVM output and available data without visiting the property. For loans above £1,000,000 or at LTVs above 70%, a full physical RICS inspection is typically mandatory regardless of property type.
The cost saving for borrowers is meaningful. A full RICS valuation for a residential bridging loan costs £500-£2,500 depending on the property value, and the borrower bears this cost even if the loan does not proceed. An AVM costs the lender as little as £15-£50 per report, and many bridging lenders absorb this cost entirely, making it a free service to the borrower. For a borrower who needs to evaluate multiple potential purchases before committing, the ability to obtain rapid, low-cost valuations can be a significant advantage. We regularly use AVMs to give clients an indicative view of borrowing capacity before committing to a full application process.
Accuracy and confidence levels
AVM providers assign a confidence level to each valuation, typically expressed as a percentage. A confidence level of 90% or above indicates that the model has abundant data and the valuation is likely to be accurate. A confidence level below 70% suggests limited data or unusual property characteristics that reduce the model's reliability. Most bridging lenders will only accept an AVM with a confidence level above a specified threshold, typically 80% or higher. If the confidence level falls below this threshold, the lender will require a physical valuation regardless of the loan size or LTV.
In our experience, AVMs are highly accurate for standard two and three-bedroom houses and flats in urban and suburban areas where transaction volumes are high. In areas such as Greater London, the South East, Greater Manchester, and the West Midlands, AVM confidence levels routinely exceed 90% for standard stock. However, accuracy drops significantly for properties in rural areas with limited transaction data, for unusual property types such as converted barns, listed buildings, or properties with large plots, and for any property where the internal condition materially differs from what the model assumes based on its age and type.
The key limitation of an AVM is that it cannot see inside the property. A house that appears standard from the outside but has significant internal defects, structural issues, or has been extensively modified without building regulations approval will be valued by the AVM as if it were in normal condition. This is why lenders limit AVM-based lending to lower LTVs, as the equity buffer provides protection against valuation inaccuracy caused by unobserved property-specific factors. For higher-value or more complex transactions, a physical inspection remains essential to identify issues that the data alone cannot capture.
AVMs versus desktop and drive-by valuations
Between a pure AVM and a full physical RICS inspection, there are two intermediate options that some bridging lenders accept: desktop valuations and drive-by or external valuations. A desktop valuation involves a RICS-qualified valuer reviewing the AVM output, Land Registry data, mapping, planning records, and available property photographs without visiting the property. This adds a layer of professional judgement to the automated output and typically costs £150-£350. The valuer can identify obvious issues such as proximity to commercial premises, flood risk, non-standard construction, or Japanese knotweed that the AVM might miss.
A drive-by or external valuation involves the valuer visiting the property but only inspecting it from the outside and the surrounding area. They will confirm the property exists, assess its general condition and location, and note any obvious external defects or environmental factors. This costs £250-£500 and provides more assurance than a desktop review but less than a full internal inspection. Drive-by valuations are commonly used for remortgage applications where the lender already has an existing relationship with the property.
For bridging loans where speed is the primary concern, the choice between these options often comes down to the lender's risk appetite and the specific characteristics of the property. We advise clients to be transparent about the property's condition and any unusual features, as this helps us recommend the most appropriate valuation method. A borrower who knows the property is in poor condition internally should not rely on an AVM, as any issues discovered later could jeopardise the loan. Similarly, properties in conservation areas, properties with complex title arrangements, or those with non-standard construction types should always receive at least a desktop valuation. For auction purchases requiring rapid decisions, see our guide on bridging loans for auction purchases and contact our deal room for an immediate assessment of available valuation options.
When AVMs are not appropriate
There are several situations where AVMs should not be used, regardless of how urgently the borrower needs a valuation. Development sites cannot be valued by AVM because the model has no way to assess the value of a property that has not been built. Similarly, properties requiring substantial refurbishment present a challenge because the AVM will value the property in its assumed current condition rather than its post-works value, potentially undervaluing the opportunity or failing to account for the cost of works needed.
Commercial properties, mixed-use buildings, and properties with non-standard use classes are generally outside the scope of most AVM models. The data sets that power AVMs are primarily derived from residential transaction data, and the valuation methodology for commercial property, which relies on rental income, yields, and investment analysis, is fundamentally different from the comparable sales approach that AVMs use. Attempting to value a commercial property with a residential AVM would produce meaningless results.
Properties with values above £2,000,000 to £3,000,000 also typically require physical valuations because transaction data becomes sparse at higher price points, reducing AVM accuracy. In prime central London, for example, while transaction volumes are high in absolute terms, the heterogeneity of the stock means that individual properties vary enormously in specification, condition, and value, making automated comparison less reliable. For these properties, there is no substitute for an experienced valuer who can assess the specific characteristics that drive value in the prime market. Lenders who specialise in high-value bridging invariably require full RICS valuations regardless of the urgency of the transaction.
The future of automated valuations in property finance
The AVM market is evolving rapidly, with providers incorporating increasingly sophisticated data sources including energy performance certificate data, building information modelling outputs, satellite imagery, and machine learning algorithms that improve accuracy with every transaction processed. Several leading providers are now offering hybrid models that combine automated data analysis with remote human review, aiming to deliver the speed of an AVM with accuracy approaching that of a physical inspection. These hybrid approaches typically produce a valuation within 24-48 hours at a cost of £200-£400, positioning them between a pure AVM and a full RICS report.
Regulatory attitudes are also shifting. The Bank of England and the PRA have signalled openness to greater use of AVMs in mainstream mortgage lending, provided the models are properly validated and their limitations understood. If AVMs become accepted for standard mortgage lending at higher LTVs, this will increase transaction volumes through the models and further improve their accuracy. For bridging lenders, this trend suggests that AVM acceptance will expand over time, enabling faster completions for a wider range of properties and loan sizes.
However, we do not believe that AVMs will replace physical valuations for complex transactions, high-value properties, or development finance within the foreseeable future. The nuances of development valuation, including assessment of planning potential, build cost viability, and local market dynamics, require professional judgement that current technology cannot replicate. For standard bridging loans on straightforward residential properties, AVMs will continue to be a valuable tool for speed. For everything else, the RICS valuer remains indispensable. To discuss the most appropriate valuation approach for your specific bridging requirement, submit your details through our deal room.
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