Platform
The AI engine behind the commerce
AI powers everything we build -- from deal scoring in extensions to product ranking in D2C experiences. Every capability below is live in LMK.today, browser extension deployments, and partner implementations.
Why not build in-house?
Whether you're building a browser extension that finds deals or a D2C shopping product, the underlying problems are the same: fragmented merchant data, dozens of affiliate networks, stale offers, and ranking challenges that keyword matching can't solve.
We've spent years building AI models that handle the hard parts behind the scenes -- deal scoring, cross-merchant matching, relevance ranking, and economic optimization. These models power our own D2C product (LMK.today) and every partner deployment.
LMK Labs brings this production-hardened AI stack to your product: licensed technology, co-built experiences, or strategic advisory. Your users get better results. They never see the AI.
Core capabilities
Each capability ties to a real outcome for partners: fewer dead ends, better monetization, faster time-to-quality, and brand-safe automation.
AI-Powered Ranking & Scoring
The intelligence behind every result
Our models handle relevance ranking, deal scoring, product matching, and offer quality assessment. Whether a user searches in an extension popup or browses a D2C storefront, AI determines what surfaces and in what order -- without any visible AI interface.
Partner outcomes
- Better relevance without manual curation
- Real-time deal scoring and offer quality assessment
- Invisible to end users, critical to performance
Search Orchestration
Fast paths and deep passes, automatically
A coordinated layer that routes product queries through the optimal retrieval strategy. Sub-second fast paths for extension overlays and real-time surfaces; deeper passes with broader recall for D2C browse and discovery flows.
Partner outcomes
- Sub-second results for extension and real-time UIs
- Long-tail coverage through multi-provider backfill
- Adaptive strategy per query complexity
Cross-Merchant Intelligence
Deal finding and comparison at scale
Discovery and comparison span multiple catalog sources -- affiliate feeds, direct merchant APIs, and curated datasets. The same pipeline powers cross-merchant price comparison in extensions and product discovery in D2C experiences.
Partner outcomes
- Cross-merchant deal finding and price comparison
- Coupon and offer detection across networks
- Higher match rates for niche queries
Merchant Economics Routing
Monetization aligned to your policies
Flexible routing that accounts for commission structures, direct relationships, subnetwork dynamics, and CPC-style economics. Your policies define the rules -- AI optimizes within them.
Partner outcomes
- Revenue aligned to partner agreements
- Support for direct, affiliate, and hybrid models
- Transparent routing logic you control
Extension-Ready Infrastructure
Built for the constraints of browser extensions
Purpose-built for the latency, payload size, and UX constraints of browser extensions. Deal finding, comparison, and product recommendation APIs designed for in-page overlays, popups, and sidebar experiences.
Partner outcomes
- APIs designed for extension popup and overlay UIs
- Minimal payload sizes for fast rendering
- Works with Manifest V3 and modern extension architectures
Agentic Shopping Flows
Guided commerce when the surface calls for it
For D2C products and brand experiences, AI-guided conversations clarify intent, compare options, and narrow to a shortlist. Sits on top of search, scoring, and routing -- activated where conversational UX adds value.
Partner outcomes
- Higher engagement through goal-directed flows
- Intent clarification reduces irrelevant results
- Configurable tone, constraints, and product scope
Strategic advisory
Beyond technology licensing, LMK Labs engages as strategic advisors for teams building browser extensions, D2C commerce products, or publisher monetization. We help with AI architecture, ecosystem navigation, monetization design, and build-vs-license decisions.
Ready to stop rebuilding commodity infrastructure?
Let's talk about how LMK Labs can accelerate your commerce roadmap.