The optimization loop.Rewrite what slipped, every single month.
Everything Cognos publishes goes back into a loop. We watch what each piece is being cited for, what it lost, and what the models started favoring instead, then we go back and fix it.
- Continuous re-scoring
- Rewrites, not just refreshes
- No changelog to chase
The Optimization Loop is Cognos's continuous process of re-scoring published work, rewriting pages that lose ground, and reinforcing pages that are winning. It exists because model behavior shifts constantly, so nothing published once stays accurate on its own.
Optimization Loop
There have been well over a thousand model updates in the last three years and none of them shipped with a changelog you could act on. A program that publishes and moves on is optimizing against a snapshot that expired.
The loop connects tracking back to production. When a tracked prompt flips away from you, we find the piece that was holding it, read what's being cited instead, and rewrite against the gap.
It also works in the other direction. Pieces that start winning get reinforced with internal links, supporting depth, and corroborating citations, because a branch you already own is cheaper to defend than a new one is to take.
What this fixes.
Published work quietly decays
A page that won a citation last quarter can lose it the moment a model shifts what it retrieves. Without anyone watching, that decay goes unnoticed until the traffic or the mentions are already gone.
Winning pages left undefended
A branch you already own still costs someone else less to take than it costs you to defend it, if nobody reinforces it. Leaving a winner alone hands a competitor an easier path to the same answer.
No diagnosis when a branch is lost
A prompt flips away and nobody looks at what replaced you or why. Without that diagnosis, the next piece of content gets written against the same gap that already failed once.
Four steps, every month.
Watch the tracked set
Prompt-level movement tells us which published work is gaining and which is slipping.
Diagnose the loss
Read what's being cited instead and identify what it has that your page doesn't.
Rewrite or reinforce
Losers get rewritten against the current answer. Winners get depth and links so the position holds.
Feed it back
What we learn from one branch changes the briefs for the next month's work.
What you get
- Ongoing re-scoring of published work
- Rewrites where a branch was lost
- Reinforcement where a branch was won
- The reasoning behind each change in reporting
Who it's for
Anyone who has paid for content before, saw a bump, and then watched it decay with nobody watching.
If you want a fixed deliverable list and nothing else, the loop will look like work you didn't order. It's the reason the program is a subscription.
Included in every tier of the Cognos program. Month to month, thirty days notice.
You don't operate this yourself.
Cognos is the engine. Our team runs it on your account, publishes against what it finds, and reports the movement in one monthly document. The managed side, and what it costs, is spelled out on the services and pricing pages.
This is one part of the engine.
Nothing here works alone. Each capability feeds the next, and every one of them is included in the program.
Before you ask us.
Does this cost extra?
No. It's included at every tier. The tier changes how much new work gets published, not whether the existing work is maintained.
How do you know a model changed?
We don't wait for an announcement. The tracked prompt set tells us the behavior changed, which is the only signal that matters.
Will you rewrite content we wrote ourselves?
If it's holding a branch worth defending, yes, with your approval.
Bring us the number you're trying to move.
We run the audit, then map your first thirty days against it.