Pattern-Spotting AI HMRC Uses To Review Returns Quickly (Hmrc Pattern Recognition Assessment)

Pattern-Spotting AI HMRC Uses To Review Returns Quickly (Hmrc Pattern Recognition Assessment)
Charlotte Baroukh

Charlotte Baroukh

Tax Expert @ Pie

3 min read

Updated: 7 Jan 2026

3 min read

Updated: 7 Jan 2026

What u need to know...

HMRC isn't manually checking every tax return these days. Instead, they use clever computer systems to spot anything that looks a bit odd. Think of it like your bank flagging unusual spending on your card.


HMRC's systems are constantly scanning for returns that don't quite fit expected patterns. This automated approach helps tax officials focus their time on cases that might actually need attention, rather than checking returns at random.


For most honest taxpayers, this system works in your favour. If your affairs are straightforward and consistent, you're less likely to face questions. However, it helps to understand what might catch the computer's eye, especially if your financial situation is a bit unusual.

What exactly is HMRC anomaly scoring tax?

HMRC anomaly scoring is an automated system that compares your tax return against what's "normal" for someone in your situation. The system assigns a risk score to your return based on how much it differs from expected patterns.


It works by looking at thousands of data points. Your income, expenses, deductions, and even the timing of your submissions all feed into the calculation. For example, if you're a plumber claiming travel expenses that are double the average for your industry, the system might flag this as unusual.


The beauty of this system is its ability to spot potential issues without human bias. Nevertheless, it can sometimes flag perfectly legitimate returns that just happen to be unusual.

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How does HMRC spot unusual patterns in your tax information?

HMRC's Connect database is at the heart of their anomaly detection. This powerful system pulls information from over 30 different data sources, including your bank, employer, property records, and even social media.


The system looks for mismatches. If you report £30,000 income but your lifestyle suggests you're spending £60,000 a year, that raises questions. Year-to-year changes also matter, such as a sudden drop in reported income without any change in your circumstances.


Even the way you fill out your return can matter. Using too many round numbers (like exactly £500 for various expenses) can suggest you're estimating rather than using actual figures, potentially triggering closer examination.


What might trigger a high anomaly score on your tax return?

Claiming expenses that are much higher than others in your industry is a common trigger. Additionally, big changes from one year to the next without clear explanation can raise flags, especially if your income drops dramatically while expenses stay the same.


Late filing or payment patterns matter too. The system learns that people who repeatedly file late are more likely to have other compliance issues. Unusual ratios between different parts of your return might also cause questions.


Even your address can play a part in anomaly scoring. If you claim to run a manufacturing business from a small flat, the system might question if that's realistic and flag your return for further review.

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What happens if your tax return gets flagged?

Don't panic! Being flagged doesn't mean you've done anything wrong. It simply means HMRC wants to take a closer look at certain aspects of your return.


Often, HMRC will start with a "nudge" letter, gently suggesting you might want to check certain parts of your return and make corrections if needed. For more serious flags, you might receive a formal inquiry notice explaining which parts of your return HMRC wants to examine.


You'll typically need to provide evidence to back up the figures on your return. The good news is that most inquiries are "aspect inquiries" focusing on just one or two specific parts of your return, not a full investigation.


How can you stay off HMRC's radar?

Keep detailed records of everything and be consistent in how you report income and expenses year to year. If something changes significantly, consider adding notes to explain why to help prevent misunderstandings.


File and pay on time, as late submissions automatically increase your risk score. If your situation is genuinely unusual, add explanatory notes to your return, as HMRC systems can sometimes take these explanations into account.


Don't try to be too clever with tax planning. In my experience advising clients, I've seen that aggressive schemes designed to minimise tax often trigger automatic flags in the system and rarely end well for the taxpayer.


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How is HMRC's anomaly detection changing?

Making Tax Digital is giving HMRC more real-time data than ever before, meaning unusual patterns can be spotted much faster. AI and machine learning are making the systems smarter each year, improving their ability to differentiate between genuine mistakes and deliberate evasion.


HMRC is now looking closely at income from digital platforms, online selling, and cryptocurrencies areas that were harder to track in the past. Furthermore, international data sharing agreements mean HMRC can now see information about overseas assets and income once hidden from view.


The good news is that these systems are also getting better at reducing false positives meaning fewer honest taxpayers face unnecessary questions about legitimate transactions.

What should you do if HMRC questions your return?

Respond promptly to any HMRC communication, as ignoring letters only increases suspicion and can lead to penalties. Be honest and straightforward in your replies. If you've made a genuine mistake, it's usually better to admit it and correct it quickly.


Keep the conversation focused on the specific items HMRC is questioning and consider getting professional help if the questions are complex. Remember that HMRC officials are just doing their job, and being cooperative typically leads to the best outcomes.


I once helped a client who received a frightening HMRC inquiry letter. By responding promptly with well-organised evidence and a clear explanation, we resolved the matter within weeks without any penalties.


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Final Thoughts

Managing your tax affairs doesn't need to be stressful. Using the right tools can help you stay compliant and avoid triggering anomaly flags. Pie is the UK's first personal tax app designed specifically for working individuals.


Unlike other solutions, Pie offers integrated bookkeeping that works alongside your tax return, showing you real-time tax figures as you go. This means you can spot potential issues before submitting your return, reducing the chance of triggering HMRC's anomaly scoring system.


With Pie, you get simplified tax return processing and timely expert advice when you need it making tax season much less stressful. Why not take control of your tax affairs today? The right tools make all the difference in staying compliant and avoiding unwanted HMRC attention.

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