Breadcrumb navigation in the prompt reference picker
The/ reference picker in the agent prompt editor now shows a clickable breadcrumb trail at the top of each submenu (for example, Data Sources > Models > ToV), so you can jump back to a parent level instead of starting over. Search inside the picker is also space-tolerant — type Specifications type 1 and it matches entries named specifications_type_1.See Referencing Data Sources in your prompt.Live counter on CSV exports
The Export to CSV modal now shows a live Exported N products count on the button while the file streams, replacing the previous spinner. Large exports finally show their progress instead of looking stuck.See Download the CSV.Multiple languages per API integration
An API integration is no longer locked to a single language. Pick any number of languages when you create or edit the integration; the first one becomes Primary and acts as the fallback when a property is pushed without a language. Properties carry an optionallocale field, and Cernel stores each localized variant separately and surfaces it to enrichment, the product UI, and the /changes endpoint.The new PATCH /products and GET /products endpoints (see Patching products and Listing products) shipped alongside, so you can update individual localized values and look products up by identifier without re-sending full payloads.See Setting up the API integration and Working with multiple languages.Only enrich missing fields
The enrichment modal has a new Only enrich missing fields toggle. Turn it on and the AI only generates values for attributes that are currently empty — existing values you’ve reviewed or hand-edited are left alone. Turn it off to re-enrich every selected attribute and overwrite current values. Use it to backfill a newly-added attribute across a large catalog without touching products you’ve already finished.See Running enrichment.Sandbox stays put until you tell it to run
The agent sandbox no longer auto-runs when you open the Review & Test step, switch attribute types, or send a chat refinement. The 5 random products are still pre-selected for you, but Cernel waits for an explicit Run click before calling the LLM. Chat refinements still rewrite the prompt and save a new version in history — you click Re-run when you want to see the new output. This puts you in control of when the (potentially slow) enrichment pass actually fires.Cancel an in-progress sandbox run
While a sandbox run is in flight, the Run button becomes Cancel. Click it to abort the request immediately — any results that already came back are kept, you get a Run cancelled toast, and the button returns to a startable state so you can adjust and try again. Especially useful for External Data agents in Agentic mode, where a single pass can take a couple of minutes.See Run the agent.Agentic mode for External Data web research
External Data agents that pull text data from the web now have a Mode selector with two options:- Classic — you define the exact search queries and trusted sources; Cernel searches them and combines the results.
- Agentic — Cernel plans and runs the searches itself, one product at a time, based on each product’s details. You don’t write search queries; you control scope through Block these domains and Restrict to these domains, and accuracy through Match by (a product identifier such as SKU or GTIN, or Broad search on the title).
Shopify product variants
Shopify integrations now have a Variants control on the integration detail panel. Click Enable, confirm the dialog, and Cernel starts importing each Shopify variant as its own variant record under the parent product. Enabling variants is a one-way action, so the dialog warns up front before you commit.See Working with product variants.Struct PIM is now a supported integration
Connect a Struct PIM workspace directly from Tools > Integrations > Add integration. Both Struct PIM v3 and v4 are supported, and you can optionally target a specific dimension when Cernel pushes enriched content back to Struct PIM.See Struct PIM integration.Redesigned Automations with multi-taxonomy support
Automations now live on dedicated pages —/automations for the list and /automations/new (or /automations/{id}) for the detail view — instead of a four-step modal. Each automation is configured through a single editable sentence builder that reads as one line: “New and updated products in [category] will automatically enrich [attributes] narrowed to only products matching [filters]”.Each automation is now scoped to one taxonomy explicitly, so you can run independent automations on different taxonomies for the same product. You can also pick Unclassified products as the target, which limits the automation to setting the taxonomy’s classifying attribute — useful for getting unclassified products into the right category before further enrichment runs.Run history has moved to a dedicated Run history tab on the automation detail page.See Creating an automation and Multi-taxonomy and Unclassified products.Free-text locale codes when adding a language
The Add Language modal in Tools > Languages now accepts any valid locale code as free text instead of picking from a fixed dropdown. Type a code likeen, da, or a region-specific variant such as sv_FI or pt_BR and the platform validates it on submit. This unlocks locales that weren’t in the previous list and gives you region-specific content where you need it.See Add a new language.On-demand CSV product export
Export products to CSV directly from the products table — no integration setup required. Pick any combination of attributes, identifiers, product fields, child products and integration data, drag to reorder columns, and customise headers before downloading.See On-demand export from the products table.Dedicated Jobs page
Job tracking now lives on its own Jobs page with stats (Elements Run Total, Total Jobs, Avg Elements Per Job, Elements Run Today), a By user activity widget, and a filterable jobs table. The Dashboard keeps a Recent jobs widget for at-a-glance access.Automations, Data Sources, Integrations and Languages moved to Tools
These four areas now live under a new top-level Tools section in the main sidebar instead of inside Settings. Direct URLs are now/automations, /data-sources, /integrations, and /languages.Settings continues to host Platform, Global Prompts, Usage, Users, API, and Webhooks. See the Settings overview for the new split.Documentation site is live
The Cernel Knowledge Platform at docs.cernel.com is now available. Browse feature guides, integration setup instructions, and use-case workflows to get the most out of Cernel.- Full documentation for all platform features
- Step-by-step guides for Shopify, CSV, Feed, and API integrations
- Use-case workflows for hands-free enrichment, image sourcing, and more