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Low Good Best image rating system in Performance Max
How Performance Max evaluates and selects images: the Asset Report rating system

Performance Max Asset Report: image rating guide

In brief

What you will find in this article

  • How the Asset Report works and where to read the image rating in PMax
  • What Low, Good, Best mean: the retrospective statistical logic of the system
  • Which factors Google has officially confirmed as determinants of the rating
  • Smart Cropping and Image Enhancements: how Google's AI modifies your images
  • Technical image requirements for the three formats required in PMax
  • Reasonable inferences on the asset selection and distribution mechanism
  • Practical patterns for optimising the rating based on real Asset Report data

PMax campaigns, a campaign type that automatically manages all Google channels, distribute your ads across Search, Shopping, Display, YouTube, Discover, Gmail and Maps. At the heart of this system is the asset data: images, headlines, descriptions and videos you upload to the asset group. But how many Performance Max campaigns have you seen where all images appear to carry equal weight? The system does not work that way.

Google assigns each image a performance rating, Low, Good, or Best, visible in the Asset Report. This PMax asset rating determines how frequently the image is selected for each auction. The problem is that most advertisers read it as an aesthetic traffic light, when in reality it is a far more complex statistical signal. Understanding how it works radically changes the way you manage creative assets in PMax campaigns.

The Asset Report: where to read the rating and what it shows

The Asset Report is one of the most actionable management reports in Google Ads. Unlike dedicated asset management software, the platform integrates this data directly in the campaign view. The starting point is knowing where to find it: the image rating in Performance Max campaigns is in the Asset Report, accessible via Campaigns → select the PMax campaign → Assets tab.

✅ Confirmed by Google: The Asset Report shows detailed asset performance for each individual element, images, headlines, descriptions, videos, along with its rating. Google maintains asset records for each element and updates the rating over time, providing valuable insights as the algorithm accumulates sufficient data.

The report includes for each image: the format (landscape, square, portrait), the number of impressions generated, and the current rating. An important detail that many overlook: in the rating column you can find four states, not three.

Status Meaning Recommended action
Pending Insufficient data to assign a rating. The image was published recently. Wait 7–14 days. Do not intervene.
Low The asset performs worse than others of the same type in the group. After 3 weeks with sufficient impressions, replace with a variant.
Good Average performance within the group. Contributes in a balanced way. Keep. Test variants to try to reach Best.
Best The highest-performing asset in the group for that format type. Keep. Analyse what sets it apart and replicate it in variants.
✅ Confirmed by Google: The Pending status indicates that the asset was published recently and that insufficient data is available to evaluate its performance. Assets remain Pending until they reach a minimum impression threshold.

PMax asset rating Low, Good, Best: the underlying logic

The first mistake I see repeated is interpreting the rating Low Good Best Performance Max as an aesthetic judgement that Google passes on images before they go to auction. It does not work that way. The rating is a retrospective statistical evaluation, built on accumulated performance data over time after publication.

LOW

Performs worse than other assets of the same type in the group. It does not mean the image is objectively poor, it may be unsuited to that specific audience, or too similar to other images that are cannibalising each other.

GOOD

Average performance within the group. The asset contributes in a balanced way. This is the correct status for the majority of images in a well-built group.

BEST

The top performer in the group for that format. Selected more frequently in auctions. Note: Best is relative to the group, not the market. A Best image in a weak group may be mediocre in absolute terms.

✅ Confirmed by Google: Asset ratings are relative to other assets of the same type within the asset group. "Best" indicates the top performers in the group.

The relativity of the rating has an important practical consequence: if you have only one asset per format (a single landscape image, one square, one portrait), that single asset will automatically be Best, because it has no internal competitors to be compared against. This does not mean it is performing well in absolute terms; it simply means it is the only option available to the algorithm.

The second critical aspect is the stabilisation time window. I have observed across multiple accounts that ratings shift significantly in the first 2–3 weeks. An image that starts at Pending status can move to Best after 10 days, or to Low after 3 weeks with more data. Unlike dashboards that update in real time, the PMax asset rating is a lagging indicator, intervening on assets before this window is one of the most frequent and costly mistakes in PMax management.

💡 Practical observation: The rating is not permanent. I have seen images oscillate between Good and Best depending on seasonality, audience changes and brand offer modifications. A Low rating after a long period of Good is not necessarily a replacement signal, it may be a temporary variation linked to the auction context.

Factors that influence the rating: what Google has confirmed

Google has not published a complete formula for calculating the rating. What it has officially confirmed concerns the performance signals used and the technical requirements that images must meet to be eligible for distribution.

Confirmed performance signals

✅ Confirmed by Google: The Asset Report reflects asset performance based on signals that include clicks, conversions and engagement measured over time. Assets are evaluated relative to other assets of the same type within the group.

Confirmed signals therefore include CTR (click-to-impression ratio), conversions attributed to assets, and engagement signals, a term Google uses without defining precisely, but which in practice manifests as time on page and post-click interactions. All of this falls within the performance data the system accumulates before stabilising the rating.

Technical image requirements: what the system checks automatically

✅ Confirmed by Google: Performance Max campaigns require three image formats with specific aspect ratios and precise specifications. An image that does not meet the minimum requirements is not published.
Format Aspect ratio Minimum size Recommended size Max file
Landscape 1.91:1 600×314 px 1200×628 px 5 MB
Square 1:1 300×300 px 1200×1200 px 5 MB
Portrait 4:5 480×600 px 960×1200 px 5 MB

Providing all three formats is not merely an aesthetic recommendation: it is a matter of placement coverage. Images and video assets cover different placements, the portrait format is the one with the fastest growth in 2026 on Discover, Gmail and Maps on mobile, driven partly by social media consumption habits shaping vertical content expectations, and omitting it means automatically excluding yourself from a growing portion of PMax inventory.

❌ Images with excessive overlaid text

Google can disapprove images where text covers more than 20% of the surface. In PMax campaigns text is added via headlines, do not burn it into the image.

❌ Images with added borders or padding

Black, white or coloured borders added to simulate other formats are detected by the system and penalise distribution. Do not artificially extend images.

❌ Collages of multiple images

Multiple subjects side by side in a single image make Smart Cropping difficult and produce visually fragmented ads on small placements.

❌ Logo overlaid as a watermark

Google adds the logo separately as an asset. Having it in the image too creates visual duplication in layouts where both are shown together.

✅ Clear and centred main subject

Facilitates automatic Smart Cropping and ensures the visual message remains readable even in small formats or when the image is cropped.

✅ High resolution with a safety margin

Uploading at the recommended size (not the minimum) ensures that automatic crops maintain visual quality across all placements, including high pixel-density ones.

Smart Cropping and Image Enhancements: the AI that modifies your images

One of the least-discussed aspects of Performance Max campaigns is that the images you upload may not be exactly what the end user sees. Google has introduced two automatic modification functions that operate on uploaded assets.

Smart Cropping

✅ Confirmed by Google: Smart Cropping automatically adapts images to different placements and formats by identifying the focal point of the image. The algorithm uses visual analysis techniques to determine which part of the image is most relevant and crops around it. Smart Cropping can be disabled for individual assets.

The practical mechanism works like this: every image online in PMax must work across multiple formats and placements. If you upload a 1200×628 landscape image, the algorithm must make it usable on square and portrait placements as well, without you uploading specific variants. Smart Cropping identifies the main subject, using object detection techniques similar to those described in Google's patents on visual ad classification, and crops around it.

The practical consequence for image composition is direct: subjects positioned at the edges of the image are cropped out in the adapted versions. A product placed in the lower left corner of a landscape image can disappear completely in the automatically cropped square version. This is one of the most common compositional errors that silently degrades asset quality.

Image Enhancements

✅ Confirmed by Google: Image Enhancements allows Google to automatically modify uploaded images to potentially improve their performance. Modifications can include background removal and replacement via generative AI, brightness and contrast adjustment, and the application of quality filters. The function is enabled by default and can be disabled in the asset settings.

Image Enhancements has included since 2024 the ability to generate alternative backgrounds using generative AI, if the system detects that the original background is generic or not optimal for a specific placement, it can automatically replace it with a contextually more appropriate one. This function was updated in 2025 with the ability to generate images of adults for lifestyle creatives.

💡 Practical consideration: Image Enhancements can produce versions of the image that you have not explicitly approved. If you have strict brand identity requirements, specific colours, photographic standards, no AI modifications, disabling the function for critical assets is the correct choice. Disabling is done asset by asset, not at campaign level.

Inferences on the asset selection and distribution mechanism

⚠️ This section contains inferences based on observable system behaviour, consistent patterns and third-party documentation, not official Google documentation.

Google has never published the exact formula by which it calculates the asset rating, or with what probability a Best image is selected over a Good one in a specific auction. What follows are reasonable observations based on repeated patterns.

Best assets appear to receive preferential exposure in high-value auctions. Across several accounts I have observed that during hours with higher CPC and more qualified audiences, Best images dominate impressions compared to Good ones. The most reasonable interpretation is that the system maximises conversion rates by favouring historically more effective assets when the stakes are high.

Stylistic diversity appears to influence the rating more than quantity. Unlike financial reports that express absolute figures, the PMax asset rating is always relative to the group. Uploading 15 very similar images, same photographic style, same composition, same colour palette, generally produces a cluster of Good assets with a single Best. Uploading 6 visually diverse images, different photographic styles, different compositions, different usage contexts, appears to produce a more balanced rating distribution and higher total impressions. My interpretation is that the algorithm implicitly penalises visual redundancy, probably because different users respond to different visual stimuli and variety maximises audience coverage.

The rating appears to be influenced by auction context, not just absolute historical performance. I have observed cases in which an image with a Good rating in the general report dominates impressions on a specific placement (e.g. Gmail). This suggests the system evaluates assets also as a function of placement, an image can be Good on average but Best on a specific channel, and the aggregate report does not show this granularity.

Creative fatigue appears to manifest in PMax faster than in traditional Display campaigns. Unlike physical assets that depreciate through use, digital image assets lose effectiveness through overexposure. Best assets that remain unchanged for more than 8–10 weeks tend to lose their rating over the long term. The most likely mechanism is that the same user, repeatedly exposed to the same image, stops engaging , and the falling CTR is reflected in the rating. Periodically refreshing assets is not just an aesthetic best practice, it is a signal the system interprets as the ability to maintain relevance over time.

How to optimise Performance Max campaigns based on image rating

Do not touch anything for the first two weeks. This is the most important and most frequently violated rule. The system needs time to collect sufficient data, intervening during the Pending phase resets the learning process and requires further weeks before ratings stabilise. I have seen campaigns that never found equilibrium precisely because the advertiser replaced assets every week on the basis of insufficient impressions.

Always upload all three formats from the start. Landscape, square and portrait are three different inventories. Missing portrait means forgoing Discover, YouTube Shorts and Gmail mobile, the fastest-growing placements in PMax in 2026. It is not possible to recover these impressions retroactively by adding the format later without impacting the optimisation process.

Analyse the rating by format, not only in aggregate. Use the Asset Report to track assets across placements and channels: an image showing Low in the aggregate report might have Best on a specific placement. Before replacing an asset, filter by placement or channel to understand where the image actually performs and where it does not. Blind replacement based on the aggregate rating often removes assets that have value on specific channels.

Replace Low assets with variants, not completely different images. If an image has a Low rating, the most productive hypothesis is that the style or composition does not work for that audience, not that the subject is wrong. Improving asset performance through progressive variation, different composition, different shooting format, different background, produces more useful information than completely changing the image. Radical replacement disperses the accumulated learning signal.

Disable Image Enhancements for assets that require precise brand control. For e-commerce with product images that must adhere to precise background and composition standards, Image Enhancements can introduce unapproved modifications. Bear in mind that Google activates these modifications precisely because it believes they improve the chances of driving conversions, but creative control takes priority if you are protecting a precise brand identity. Treat periodic asset refresh as preventive maintenance: it is a signal the system interprets as the ability to maintain relevance over time. Disabling is done at individual asset level in the upload interface.

Use Best images as a creative reference for new variants. When an image achieves Best, analyse what sets it apart from the Good and Low images in the same group, composition, subject type, colour palette, presence or absence of people, usage context. Also consider consistency with the destination landing pages: images visually aligned with the arrival page tend to maintain their rating longer because they reduce the post-click abandonment rate. Replicating winning patterns in new variants is more effective than any generic best practice.

Build a solid asset inventory: maintain a minimum of 5–6 images per format in each asset group. With fewer than 3 images per format, the rating is distorted, as described above, the only available image is automatically Best. With 5–6 different images per format the algorithm has sufficient material for a meaningful comparative evaluation and to adapt to different audiences and contexts.

FAQ on Performance Max and image rating

How does the Low, Good, Best image rating work in Performance Max?
The rating in the Asset Report is a retrospective statistical evaluation based on the relative performance of images within the same asset group. It is not a pre-emptive aesthetic judgement. Low indicates the asset performs worse than others of the same type in the group. Good indicates average performance. Best indicates the top performers. The rating is relative: a Best image in a weak group may be mediocre by market standards. Images remain in Pending status for 7–14 days until the system has collected sufficient data.
What should I do with images rated Low in Performance Max?
Before intervening, wait at least 14 days and verify that the asset has accumulated sufficient impressions. After that window, replace Low images with variants, do not delete them without a replacement, because an asset group with few assets gives the algorithm fewer options and this penalises Ad Strength. Before replacing, analyse the rating per individual placement: an image that is Low in aggregate may perform well on a specific channel.
What is Smart Cropping in Performance Max?
Smart Cropping is the function by which Google automatically adapts images to different placements and formats by identifying the focal point, the main subject. The algorithm crops around the subject to ensure the visual message remains readable in every format. Images with the subject at the edges are cropped such that the subject is often excluded in square or portrait versions. Smart Cropping can be disabled per individual asset if you want to maintain manual control over the crop.
What are Image Enhancements in PMax and can I disable them?
Image Enhancements allows Google to automatically modify uploaded images, including background replacement via generative AI, brightness/contrast adjustment, and the application of quality filters. It is enabled by default. You can disable it for each individual asset during or after upload. For brands with precise photographic standards or specific background requirements, disabling is recommended to avoid unapproved modifications.
How many images should I upload in a Performance Max asset group?
Google allows up to 20 images per asset group. The practical recommendation is 5–6 images per format (landscape, square, portrait), for a total of 15–18 different images. Fewer than 3 per format produces distorted ratings, the only available image is automatically Best. More than 6 similar images produces redundancy without added value. Stylistic diversity matters more than sheer quantity.
Does the rating change over time or is it permanent?
The rating changes over time as a function of accumulated performance, seasonal variations, audience changes and offer modifications. An image with a Best rating can drop to Good after several weeks if creative fatigue reduces CTR. A Good image can rise to Best if auction conditions shift in its favour. For this reason it is correct to monitor the Asset Report regularly, every 3–4 weeks, rather than evaluating it only at the setup stage.

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