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Ad Fontes Media logo featuring a stylized blue fountain icon above the text “ad fontes media” in light gray.

CASE STUDY / AD FONTES MEDIA

Scaling Smarter: Predictive Article-Level Scoring for Adtech

How Ad Fontes Media achieved article-level scoring at scale via robust data and Machine Learning (ML) pipelines

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90,000x faster analysis time per article

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89% increase in operational efficiency

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2600x increase in articles rated

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Substantial revenue streams unlocked

The Client

Ad Fontes Media

Founded in 2018, Ad Fontes Media pioneered the Media Bias Chart®, a trusted resource for understanding political bias and content reliability.

 

Their solutions help businesses, consumers, educators, and tech platforms navigate today’s complex and dynamic news landscape with actionable data and media literacy tools.

Company size

75 employees

Industry

Media and information services

Tech stack

Fabricks Foundry™, Fabricks Alkemy™, Zenlytic

Overhead photo of a printed Ad Fontes Media “Media Bias Chart,” showing a grid that plots news outlets by political bias (left to right) and reliability (bottom to top). Numerous media logos are positioned across the chart, with the Ad Fontes Media logo visible on the left. The chart rests on a wooden desk alongside a notebook and pen.

Ad Fontes Media's Media Bias Chart

Project Overview

The Challenge: Take a Leap on a New Business Opportunity

When Adtech emerged as a high potential vertical, scalability issues prevented Ad Fontes from supplying the real-time, high-volume data that advertisers, publishers, and platforms depend on. Manual processes had created bottlenecks across roles.

Time Consuming

Analysts spent hours scoring articles, line by line, with no mechanism to scale or speed up delivery.

Limited Access

Ad Operations Managers had access only to broad, source-level scores, restricting the precision of campaign decisions.

Insufficient Tech

Engineers faced fragmented scripts and lacked cloud infrastructure to automate workflows.

The Strategy: ML-Powered Workflows

d²l partnered with Ad Fontes to automate article-level scoring, building an end-to-end data and ML pipeline powered by Fabricks Foundry™ and Fabricks Alkemy™, then plugging into Zenlytic, a Business Intelligence (BI) tool, to give stakeholders user-friendly dashboards to provide transparency and oversight.

Continuous Data Flow

Fabricks Foundry provided seamless cloud API integrations and unified data extraction and storage.

Continuous Scoring

Fabricks Alkemy offered fast and easy iterations of feature engineering, model experimentation, and model deployment to activate batch and real-time scoring.

Visibility

 Zenlytic enabled the Ad Fontes team to track accuracy trends, volume distribution, and confidence scores.

"Because of their dedication to building things the right way from the ground up, our data pipeline and infrastructure is robust and scalable, and it allows us to quickly take advantage of new business opportunities."

Vanessa Otero

Founder and CEO

Ad Fontes Media

With d²l as a thought partner, Ad Fontes transformed their manual rating system to an automated, scalable, article-level scoring engine - unlocking efficiency, granularity, and new market opportunities.

Impacts and Outcomes

Real Changes, Real Value

Ad Fontes underwent a transformation that strengthened the position of its business and redefined how people work to support it.

The result: better data, faster decisions, and more capacity for innovation

​​​Positive Impacts for People

Analyst Augmentation and Empowerment

Once burdened by repetitive manual tasks, analysts are now champions of model quality, finding more time to score additional sources and explore new product opportunities.

 

Operational Integration

Article ratings are seamlessly integrated into campaign workflows, offering Ad Operations Managers real-time, article-level insights and unlocking granular targeting.

Engineered Reliability

A reproducible, automated pipeline in the cloud frees engineers from ad hoc fixes and manual retraining.

Business Outcomes

Operational Efficiency

Across operations, teams have seen ~89% improvement, processing 50K–100K+ articles daily.

Product Precision

The shift from source-level to article-level scoring has taken product offerings to the next level.

New Market, New Revenue Stream

Adtech integrations have expanded Ad Fontes’s role in the online advertising ecosystem.

Future Growth

The underlying Fabricks framework supports expansion to other media types and markets.

"Working with d²l has allowed us to exponentially increase our data handling and ML modeling capabilities in a surprisingly short amount of time. Their highly professional team delivered a breakthrough result in modeling accuracy of the reliability and bias of news articles that positively altered the course of our business."

Vanessa Otero

Founder and CEO

Ad Fontes Media

Ready to get in the game? Get in touch to take the next step in your data journey.

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