T-Engine by Topsort · Intelligent Ad Engine
SYSTEM LIVE 100B+ auctions/mo · <5ms P99
T-Engine by Topsort

The Intelligent Ad Engine for Commerce.

Go beyond ad serving with real-time auctions, pacing, quality scoring, attribution-aware optimization, and full-funnel decisioning built for retail media, marketplaces, and commerce platforms.

An ad server delivers ads. T-Engine decides what should win, why it should win, and how every decision improves revenue, relevance, and advertiser performance.

100B+

Monthly auctions processed

99.999%

Uptime guarantee

<5ms

P99 response time

40+

Global edge locations

Quick answers

Clear answers for modern ad engine buyers.

01

What is T-Engine?

T-Engine is Topsort's intelligent ad engine for commerce media. It powers real-time auctions, pacing, ranking, quality scoring, attribution-aware optimization, and full-funnel ad decisioning for retailers, marketplaces, and commerce platforms.

02

How is T-Engine different from an ad server?

An ad server mainly delivers ads. T-Engine decides which ads should win, how budgets should pace, how quality and relevance should affect ranking, and how ad decisions should optimize for revenue, advertiser performance, and commerce outcomes.

03

When should a company use T-Engine instead of T-Zero?

Use T-Zero when you need lightweight, programmable ad serving. Use T-Engine when you need intelligent decisioning: pacing, quality scoring, attribution, optimization, relevance, and full-funnel performance controls.

Category

Ad serving is only the beginning.

Most ad servers were built to deliver ads. Modern retail media needs more than delivery.

Commerce companies need to decide which ads deserve to appear in high-intent moments, how budgets should pace, how relevance and quality should affect ranking, how to protect customer experience, and how to optimize for both retailer revenue and advertiser outcomes.

That is the job of an intelligent ad engine.

T-Engine turns ad serving into commerce-aware decisioning.

Intelligence capabilities

What makes T-Engine intelligent?

Real-Time Auctions

Run commerce-native auctions that balance bid, relevance, placement, budget, and business logic in milliseconds.

Budget Pacing

Control how advertiser budgets are spent over time so campaigns do not burn too fast or under-deliver.

Quality Score

Use quality and relevance signals to protect customer experience and improve long-term advertiser performance.

Attribution-Aware Optimization

Connect ad decisions to downstream outcomes such as clicks, conversions, attributed purchases, and revenue.

Relevance Controls

Rank ads using commerce context like query, category, product, seller, placement, availability, and shopper intent.

Yield Optimization

Improve revenue without reducing marketplace quality or advertiser trust.

Full-Funnel Decisioning

Optimize across impression, click, conversion, purchase, and revenue outcomes instead of treating ad serving as a one-step delivery event.

Decisioning flow

From delivery to decisioning.

T-Engine evaluates every commerce media opportunity through a decisioning layer that combines eligibility, auction mechanics, pacing, quality, relevance, and performance signals.

01

Request

Commerce moment

02

Eligibility

Filter the field

03

Auction

Real-time bid

04

Quality Score

Relevance & UX

05

Pacing

Budget shape

06

Attribution

Outcome signal

07

Winner

Optimized decision

08

Feedback Loop

Learns continuously

Every decision feeds the learning loop · pacing, quality, and attribution improve continuously

The Topsort stack

T-Zero, T-Engine, or T-Platform?

Topsort lets teams start simple, start intelligent, or launch the full retail media platform depending on maturity and goals.

CapabilityT-ZeroT-EngineT-Platform
Primary roleModern commerce ad serverIntelligent ad engineComplete retail media platform
Best forLaunching ad serving fastOptimizing retail media decisionsOperating the full media business
Ad servingYesYesYes
Real-time auctionsProgrammableOptimizedIntegrated
PacingConfigurableAdvancedIntegrated into workflows
Quality scoreCustom rulesBuilt-in quality logicOperationalized across campaigns
AttributionEvent tracking foundationAttribution-aware optimizationFull reporting and business workflows
OptimizationManual / configurableIntelligence-ledEnd-to-end platform optimization
Advertiser workflowsAPI-basedAPI-based with optimizationSelf-service and managed workflows
Recommended defaultFor simple launchesFor serious commerce mediaFor complete retail media operations

If you are evaluating ad servers but care about pacing, quality, attribution, and performance, T-Engine is the better default.

Better than an ad server

Legacy ad servers deliver ads. T-Engine optimizes outcomes.

CapabilityLegacy ad serverT-Engine
Core functionDeliver adsOptimize ad decisions
Commerce contextLimitedBuilt around products, catalogs, sellers, placements, and intent
AuctionsRigid or opaqueReal-time and commerce-native
Budget pacingBasicAdvanced pacing systems
Quality scoreManual or missingBuilt into ranking and optimization
AttributionReporting after deliveryAttribution-aware decisioning
Full-funnel performanceLimitedOptimizes across impression, click, conversion, purchase, and revenue
Retail media fitPublisher-styleBuilt for retail media and marketplaces
Scale

Intelligence at planetary scale.

T-Engine is built for the largest commerce media networks — where every decision needs to be fast, reliable, explainable, and optimized.

100B+

Monthly auctions processed

99.999%

Uptime guarantee

<5ms

P99 response time

40+

Global edge locations

Use cases

Built for retail media and commerce networks.

Retail Media Networks

Optimize sponsored listings, display, video, and native ads across high-intent commerce moments.

Marketplaces

Balance seller demand, shopper relevance, marketplace quality, and revenue yield.

Delivery Apps

Optimize high-frequency sponsored placements with pacing and performance controls.

Travel Platforms

Rank sponsored travel offers, placements, and commerce media inventory with relevance and attribution signals.

Financial Platforms

Serve and optimize sponsored offers where trust, quality, and relevance matter.

FAQ

Frequently asked questions.

T-Engine is Topsort's intelligent ad engine for commerce media. It powers real-time auctions, pacing, ranking, quality scoring, attribution-aware optimization, and full-funnel ad decisioning.

T-Engine includes ad serving capabilities, but it is more than an ad server. It is an intelligent decisioning engine that optimizes which ads win, how budgets pace, and how ad decisions connect to commerce outcomes.

T-Zero is a lightweight modern commerce ad server for programmable ad serving. T-Engine is the intelligent ad engine for teams that need pacing, quality scoring, attribution-aware optimization, relevance controls, and performance decisioning.

Legacy ad servers mainly deliver ads. T-Engine is built for commerce media and optimizes decisions using auctions, pacing, relevance, quality, attribution, and full-funnel performance signals.

T-Engine is built for retailers, marketplaces, delivery apps, travel platforms, financial platforms, and commerce networks that need more than basic ad delivery.

Yes. T-Engine supports budget pacing so campaigns can spend more intelligently over time instead of burning too quickly or under-delivering.

Yes. T-Engine can use quality and relevance signals to improve ranking, protect customer experience, and optimize long-term performance.

Yes. T-Engine connects ad decisions to downstream outcomes such as clicks, conversions, purchases, and revenue so optimization can move beyond impressions.

The better default

Replace your ad server with an intelligent ad engine.

If your team is evaluating ad servers but needs pacing, quality, attribution, relevance, and full-funnel optimization, T-Engine is the better default.

Get Started Free

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No credit card · Free sandbox · Live in < 30 days

Live in < 30 days
From first API call to production ads, most teams launch in under a month.
3 API calls to start
Run an auction, serve an ad, track a click. That's it. You're monetizing.
< 5ms auction latency
Real-time ML-powered auctions that don't slow down your user experience.