Allocera Intelligence built CDAI (Cost Distortion Attribution Intelligence) โ a deterministic cost reconciliation engine, not an AI model. Same data always produces the same output, every time: no prediction, no model inference, no guessing.
CDAI connects your ad platforms and CRM, reconciles every hidden cost layer, and issues one of eight enforceable directives per campaign โ SCALE, HOLD, CUT, PAUSE, QUARANTINE, RENEGOTIATE, INVESTIGATE, or FLAG โ each backed by the underlying math. Every directive is automatically re-tested 30 days later against real outcomes, so accuracy is measured, not claimed. Current measured accuracy: 80%, against a 60-70% industry benchmark.
Try it without any commitment: a free distortion calculator with instant results, a self-serve 30-day distortion audit with no sales call required, or a paid audit where the fee credits automatically toward a retainer if you start one within 30 days.
Built for trust: PII-scrubbed, read-only access with no client data stored, and 48-hour onboarding regardless of vertical or spend level โ from $300/month to $1M+.
Built solo over 2.5 years, 18,000+ lines of production Python. No outside funding, no team.
A startup from Palm Beach Gardens, the United States that is founded by Nick Baum.
Deterministic Engine
No AI or prediction โ same data always produces the same output, every time
Audit Credits Toward Retainer
Start a retainer within 30 days of a paid audit and the audit fee applies automatically โ no negotiation
PII-Scrubbed, Read-Only Access
No client data stored โ CDAI never touches or retains sensitive lead/customer data
48-Hour Onboarding, Any Vertical
: PII-scrubbed, read-only access โ no client data stored โ live in 48 hours regardless of industry
Free Distortion Calculator
Instant, no-signup tool on the homepage โ see a rough estimate of your hidden cost gap before committing to anything
It's deterministic, not AI โ same data always produces the same output, with zero prediction or model inference involved. Every directive it issues is automatically re-tested 30 days later against real outcomes, so its accuracy is measured, not just claimed.
Most tools show you attribution data and leave interpretation to you. CDAI goes further โ it reconciles every hidden cost layer and issues one enforceable directive per campaign, backed by the underlying math rather than a model's best guess.
Businesses running paid ads or buying leads who need their campaign costs reconciled beyond what standard ad platform dashboards show โ from small operators to enterprise, any vertical, any spend level.
Built solo over 2.5 years by founder Nick Baum after seeing firsthand how standard dashboards misrepresent true campaign profitability โ CDAI was built to reconcile the hidden cost layers no other tool assembles into one place.
Python, PostgreSQL, FastAPI, Docker.
We have collected here some useful links to help you find out if CDAI is good.
Check the traffic stats of CDAI on SimilarWeb. The key metrics to look for are: monthly visits, average visit duration, pages per visit, and traffic by country. Moreoever, check the traffic sources. For example "Direct" traffic is a good sign.
Check the "Domain Rating" of CDAI on Ahrefs. The domain rating is a measure of the strength of a website's backlink profile on a scale from 0 to 100. It shows the strength of CDAI's backlink profile compared to the other websites. In most cases a domain rating of 60+ is considered good and 70+ is considered very good.
Check the "Domain Authority" of CDAI on MOZ. A website's domain authority (DA) is a search engine ranking score that predicts how well a website will rank on search engine result pages (SERPs). It is based on a 100-point logarithmic scale, with higher scores corresponding to a greater likelihood of ranking. This is another useful metric to check if a website is good.
The latest comments about CDAI on Reddit. This can help you find out how popualr the product is and what people think about it.
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Is CDAI good? This is an informative page that will help you find out. Moreover, you can review and discuss CDAI here. The primary details have been verified within the last quarter. So they could be considered up to date. If you think we are missing something, please use the means on this page to comment or suggest changes. All reviews and comments are highly encouranged and appreciated as they help everyone in the community to make an informed choice. Please always be kind and objective when evaluating a product and sharing your opinion.