Clarity Forge builds the integrations, pipelines, and audits that pull data out of systems that were never designed to share it — then turns it into something you can act on Monday morning.
Illustrative output. Every dealer we've audited has a number in that third column, and none of them knew it.
Most businesses don't have a data problem. They have four systems that each hold a piece of the answer and no way to put them in the same room. That's the work.
What you're advertising, checked against what you actually have. We reconcile your website feed, your DMS, and the physical floor, then hand you the exceptions — the ghost listings, the unlisted units, the aging you can't see from inside the system.
Vendor catalogs, distributor feeds, marketplace APIs, internal tools, and the platform with no export button. We build the connective tissue — and the part most people skip, which is what happens when the far end changes shape without telling you.
Once the data is out, the question is what it says. We build the recurring report a business genuinely operates from — margin by source, price movement, what's aging, what's mispriced — and put it where you'll actually see it.
Every appliance and platform ships with its own dashboard, its own idea of "critical," and its own login. The result is a dozen consoles nobody checks. We pull them into one view that someone will actually read.
Sometimes the data problem is that your storefront is three years stale and maintained by hand. We rebuild it so it feeds itself from the same catalog everything else reads. Quick to ship and priced accordingly — often how a longer engagement starts.
The fastest way to judge whether someone can do this work is to look at what they run when nobody is paying them to. These are ours — live, public, and collecting right now.
A retail price engine that watches clearance, destock, and price movement continuously, then surfaces what's genuinely underpriced rather than merely discounted.
Last-minute rental inventory that would otherwise expire worthless, scored against market rates across dozens of drive-markets and hubs.
Wait times at every North Carolina DMV office, collected on a schedule and kept — building the only longitudinal record of it that exists.
Small, fixed fee, short timeline. We go get your data and tell you what's actually in it. You keep the findings whether or not we do anything else — and often the audit is the whole engagement.
Scoped from real findings rather than a discovery call. Fixed fee where the shape is known, hourly where it genuinely isn't. You'll know which before we start.
Pipelines rot when the far end changes. We'll maintain it on a retainer, or hand it over documented and walk away. No lock-in, and no pretending that's a hard choice.
Tell me what you're trying to see and what's currently in the way. If it isn't something I can help with, I'll say so in the first reply rather than the third meeting.
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