Tag Archives: yield optimization

AI, Great Whites and Powerball

The human brain simply doesn’t have the capacity for making quadrillions of campaign decisions.

In our journey to develop the first cross-media planner that optimizes inventory and audiences across both proposals and in-flight campaigns, one of our learnings was that you simply cannot do this without machine intelligence. And without optimization supported by machine intelligence, it is impossible to maximize the revenue potential of your media business.


Consider optimizing five campaigns, each spanning four weeks and making use of four inventory pools. That’s 80 possibilities, right? Well, in the current way of thinking, that number may be in the right ballpark. Unfortunately, the current way of working pushes more effort onto the folks who steward the delivery of those campaigns. And, that’s where things start to get tricky.

You see, current work practices dictate that stewardship is just a fact of life. The emphasis is on taking business at any cost. The problem gets pushed down to traffic and delivery systems, et voila! We waste our inventory to make up deficiencies, and we churn our inventory and customer expectations. We wrack our brains to make stuff fit, and we usually end up doing this at the last, most stressful minute.

You see, the math actually is 80 choose 16 — i.e., how many combinations of 16 can I choose from those 80 possibilities to derive an optimum answer? Do the math. You’ll see 550 quadrillion or 550,000,000,000,000,000 possibilities that need to be reduced to a set of possible optimum answers. Certainly well beyond the capabilities of the human mind!

Now you see why we’ve used our own artificial intelligence stack to crack this problem. There really is no alternative if you want to do it right.

Interestingly, one of the keys to this solution lies in understanding the fundamental flaw in all of the traffic and sales systems and agency buying systems in the marketplace today. They simply focus on workflow, a workflow based upon priority placements. Their plotting/placement engines focus on getting the best overall delivery per order. Not a single one of them considers the destruction they wreak to other campaigns in the process, or the revenue potential they sacrifice to the business as a whole in doing so. So, they stuff placements in the schedule based upon some priority, push out others, and kick the debt down the road.

How did we ever allow our industry to accept this as best practice? Instead, we should optimize all orders, evaluate all proposals, and optimize all inventory pools for your entire sales ecosystem in real time. A total understanding of media economics is at the heart of this process, with a machine learning about your business in order to help ensure contracts are fulfilled.

Oh, and by the way, we did some math for fun; it’s just what we do! Did you know that your chances of being bitten by a great white shark and winning Powerball in the same day are — you almost guessed it — it’s actually about 110 quadrillion to one. That means your odds of finding one of those optimum answers are five times worse than of hitting it big in the lottery!

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REASON 1: BIAnalytix is a comprehensive suite of analytics tools for media enterprises — and the industry’s only solution to fully address today’s cross-media marketplace.

REASON 2: BIAnalytix is at work for the world’s biggest media, telecom, and satellite companies to maximize revenue across their biggest lines, but its modular toolset can help enterprises of any size realize a revenue boost.

REASON 3: BIAnalytix is designed and built by industry engineers and data scientists specializing in the media advertising sectors.

REASON 4: BIAnalytix is uniquely capable in aggregating data from across current and legacy transactional systems, in using AI and machine learning to quickly surface critical business insights, and in reporting that in-depth information in a manner that simplifies strategic decision-making.

REASON 5: BIAnalytix is a proven tool for maximizing the value of inventory, driving growth and ensuring a rapid ROI for any level of deployment.