Recommend
Helps ecommerce teams present a smaller, more relevant set of products with catalog-aware ranking, placement controls, campaigns, experiments, and conservative performance reporting.

Products and expert services
Mainspring helps teams improve ecommerce decisions, document operations, internal knowledge, automation, and AI governance.
Start with a focused product, a fixed-scope assessment, or a qualified pilot. Current availability is shown clearly before the broader roadmap.
From business signal to useful outcomeWhat you can start
These offerings can lead to a real conversation now. Planned products appear later and are labeled separately.
Catalog-aware recommendations, merchandising controls, campaigns, experiments, and measured performance in one approved Shopify app.
Installed, approved, and billed through ShopifyExplore the Shopify app →Relevant products for every shopper.
For Ecommerce and merchandising teams using non-Shopify or custom commerce storefronts.View offering →Turn documents into structured data.
For Operations, finance, and document-heavy teams.View offering →Find where margin, inventory, merchandising, and customer behavior are working against one another.
1–2 weeks · Fixed scope; proposal after data-fit reviewSee scope and deliverables →Identify repetitive work that is valuable, feasible, and safe to improve.
1–2 weeks · Fixed scope; proposal after qualificationSee scope and deliverables →Determine whether the information needed for a product or automation is complete, usable, and governed.
1–2 weeks · Fixed scope by number of critical sourcesSee scope and deliverables →Translate an AI use case into concrete ownership, evaluation, privacy, monitoring, and approval controls.
1–2 weeks · Fixed scope per defined use caseSee scope and deliverables →Start with the problem
How Mainspring fits together
Services help define and prove the right workflow. Products make repeated value easier to deliver. Operating controls keep proven systems trustworthy.
Understand the shared platform →Define the outcome, evidence, boundary, and best starting point.
Put a qualified product or workflow into controlled use.
Monitor quality, exceptions, incidents, and measurable results.
Expand only when evidence supports the next investment.
A guided next step
Answer six practical questions or describe the workflow directly.