✦ Magnify vs Lapis

Two different approaches to operating ChatGPT Ads

Lapis publicly positions ChatSense around ChatGPT Ads creative, structured experimentation and managed execution. Magnify is built around ecommerce product intelligence, Google Ads + ChatGPT Ads decisioning and a wider profit-first operating model.

Last verified September 22, 2026 · Built from current OpenAI advertising documentation and Magnify product capabilities.

I need a better way to scale ecommerce ads without losing margin.
Which platform should get my next advertising dollar?
Sponsored · illustrative placementMagnify — paid media decisions with product context

Connect campaign performance, product data and profit signals before you scale.

ContextBuyer need
ProductFit
OutcomeMeasured
Context hints

Describe what, who and when — not keyword lists.

Product feeds

Bring structured ecommerce catalogs into the channel.

Measurement

Pixel + Conversions API + external analytics.

Magnify

Connect the channel to product and cross-channel decisions.

01

Where Lapis focuses

Lapis publicly positions ChatSense as a ChatGPT Ads operating system with creative generation, structured experiments, managed campaign execution and cross-channel creative workflows. Buyers who prioritize creative production and managed execution should evaluate those strengths directly.

02

Where Magnify focuses

Magnify starts from the ecommerce operating problem: product-level evidence, Google Ads, Merchant Center/feed intelligence, Margin Max profit prioritization, monitoring and a growing ChatGPT Ads layer. Its differentiation is the connection between channel decisions and product economics.

03

Do not choose from a feature checklist alone

The right choice depends on the operating bottleneck. A team that needs large-scale creative production has a different problem from an ecommerce operator trying to decide which products and channels deserve the next dollar of spend.

Magnify operating model

From conversation signal to accountable media decision.

ChatGPT Ads should not become another isolated dashboard. Magnify is building one operating layer across Google Ads, ChatGPT Ads, product intelligence and profit evidence.

01 · Understand buyer situations
02 · Structure campaigns + context hints
03 · Connect product and conversion evidence
04 · Compare performance across channels
05 · Decide where the next dollar goes
06 · Learn from the result

Straight answers

Frequently asked questions

Is Magnify claiming Lapis cannot manage ChatGPT Ads?

No. Lapis publicly markets live ChatGPT Ads management and creative capabilities. This comparison is about product orientation and workflow, not denying competitor functionality.

What should ecommerce teams compare?

Compare product-level economics, feed support, cross-channel reporting, campaign operations, creative workflow, experimentation, permissions, agency needs and how each platform fits your existing Google Ads stack.

Primary sources

OpenAI's advertising product is evolving quickly. These primary sources are the reference point for platform facts on this page.

ChatGPT Ads × Magnify

Be early without being reckless.

Build the channel around context, measurement and business economics from day one — then let performance earn the next dollar of budget.