H1 2026

H2 2026

H1 2027

H2 2027

6 Month Roadmap

Some e-tailers have a significant number of products lacking any product images, displaying “No image available.” These products are visible in both the Search results and the Top bar - and it does not look good for the website visitors.Develop a feature that hide products until they are have a product image.

Planned

Low Priority

Hide products without any product images

hidden

Especially useful for the Apparel / Clothing industry.Sometimes product variants that are not in stock is not hidden but has a “faded” button, or is using “strike through” on the text to display that the product is not in stock.

High Priority

Storefront: Product variants with stock status out-of-stock, or with 0 in stock DISPLAY as a faded button. Strike-through

Today we’re able to join variant-templates ie. “Color” and “Colour”. This is a GREAT feature that we now extend in functionality. The same should be possible with variant-values: Often you have several names and variant-values for the same, or very similar color. In this case we would like to join:<ul><li>Grey/Black</li><li>Svart</li><li>Standard Black</li><li>Nano Black</li></ul><blockquote>Into 1 color called “Black” in English and “Svart” in Swedish.</blockquote>

In Progress

Admin: Merge / Group / Join variant-values into one option

Studies indicate that recalling a visitor's previous search enhances sales and reduces frustration for the user.Nevertheless, a few of our e-tailers prefer to clear the search results with each new query. Implement an ON/OFF toggle in the M:AI admin to accommodate this customer preference.

Completed

Setting to empty the search bar after leaving it

Today metafields in Shopify can easily be made into filters. Extend the metafield filters and make them searchable as well.Today, a search for a metafield-value in M:AI search engine does not understand/take metafields into account. Just displaying an empty result.

Metafields: Make them searchable

SKU refers to the article number or ArtNo. It is important to have the option to utilize a different field for SKU instead of just “SKU.” Some e-tailers can not, or will not, utilize the standard “SKU” field, and M:AI Search only verifies that specific field. We propose a feature to select a metafield or attribute as the SKU field instead.

SKU: Selectable from Attributes (WooCommerce) or Metafields (Shopify)

Occasionally, customers have numerous “junk” categories, or at the very least, categories they prefer not to show publicly while still wanting to retain them.For example, the “Black week” category may be in preparation for the event, and e-tailer might not want it visible in M:AI Search until they are fully prepared. The same applies to “Uncategorized” and similar categories.

Medium priority

Be able to hide collections/categories - black list

By integrating two distinct search engines—Textual and Semantic search (NLP) engines—we can fine-tune every parameter and try to achieve perfection. “Perfection” is not truly possible in any search engine since it’s so complex and varied, but we can come close.Currently, a significant undertaking involves mapping and enhancing each parameter to ensure maximum relevance, particularly for extensive product collections containing thousands of items.

Higher relevance: Optimize search hits

Load test the whole system - from servers, queues, frontend, backend, API, cache, images, products, variants etc as well as Admin UI - for large scaling.Make sure MAI is ready for heavy loading with up to 250k products - per e-tailer!

250.000 products!  (Load testing)

Display Pages in our search result in M:AI Search in storefront.Some customers have “articles” (which page Pages) they want to be displayed along with the products.

Storefront: Index & search for Pages

Customer want’s a M:AI admin setting where: As default, display the product-variant that’s In stock as the selected variant in storefront. Not the first variant (unless the first variant is in stock).This of course only applies if NO filters are selected. Because if I filter in Storefront, then it must select the color/size etc or whatever I filter on.

In Review

Storefront: Display variants that's in stock first + Admin setting

When NO search is made, products are displayed in a certain Sort by order.<blockquote>Be able to set which sort order products has as default (when no search is made), and another sort order when a search IS made.</blockquote>

2 different "Sort by" - when searching, and when not searching

Which searches leads to zero results “Top searches without results”.

M:AI Admin > Dashboard > Analytics: Add searches that gives zero results / no results

We would also like to see number of mobile users ie. 82%, in total, and also number of mobile users using the search ie. 94% (= 80%).This means that 80% of ALL users that use the search are mobile users, and that’s 94% of the total number of mobile users.

M:AI Admin > Dashboard > Analytics: Add mobile users statistics

Display metafields not only as filters with checkboxes or buttons, also be able to display them as colors.

Metafields: Extend functionality - Display as colors

Currently, the M:AI platform consistently mirrors the data exactly as it is stored in WooCommerce (or Shopify).However, many WooCommerce themes do not accommodate variants, resulting in the display of only a SINGLE variant instead of ALL available options. These themes automatically select the variant with the lowest price, as they can only show one variant at a time.Implement an ON/OFF toggle in the M:AI admin panel to ensure that the cheapest variant is always set as the default option.

Be able to display the variant with the lowest price

In WooCommerce, attributes are similar to Metafields found in Shopify.Attributes can currently function as product filters in M:AI Search - which is great! Now, we also want to extend that functionality and enable attributes in WooCommerce to be searchable in M:AI Search as well.

Attributes: Make them searchable

Make the Buy-button more intelligent, and work with both Woo + Shopify.

Storefront: Buy button improvements

Younger generations often search by using their voice, instead of typing what they search for.Implement support for AI voice search - in all languages.

Storefront: AI voice search

Display Blog posts in our search result in M:AI Search in storefront.Some customers have “articles” they want to be displayed along with the products.

Storefront: Index & search for Blog posts

API: Create API credentials for partners and e-tailers, with compete API documentation

The first product result is more prominent

Storefront: Focused product tiles

<ul class="tight" data-tight="true"><li>Add automatic trending searches from the last X days</li></ul>

Storefront: Add  trending searches

<ul><li>Popular queries are top most searched products "of all time" / over a long period of time</li><li>Trending queries are top most searched products over a much shorter period of time</li></ul>

Storefront: Popular & Trending queries

Help Center

Improved

Fixed

meshnordic

Rejected

Quarterly Roadmap

Backlog

Next up

Done

Main Roadmap

Monthly Roadmap

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