MOZAIQ vs Candor

Underwriting judgement against fulfillment throughput

Candor makes credit decisions. Mozaiq moves loan files through fulfillment. The Candor engine, called CogniTech, sits inside a Loan Engineering System and issues underwriting outcomes. Mozaiq Loan Assist agents complete setup, appraisal review, closing, post close and delivery tasks. One replaces underwriter judgement on defined cases. The other replaces the labor around that judgement.

Both companies use similar automation language, which makes the shortlist harder than it should be.

How Candor reaches a decision

Candor describes a deterministic engine rather than a machine learning model. The same inputs are meant to produce the same output every time. Published outputs include automated pre approval in under a minute and credit approval in under fifteen minutes. The site also lists 90 seconds to borrower surety and two hours to decision ready files. Candor named Argyle for income and employment data in April 2026. It integrated the Freddie Mac AIM Check API in May 2026 for W-2 income.

Candor calls the underwriting engine patented. Buyers should ask which claims that patent actually covers.

How Mozaiq moves a file

Mozaiq automates the work either side of the credit call. Published stages cover loan setup through investor delivery. An Automation Anywhere case study on The Loan Store lists disclosures, lock confirmations, indexing and delivery. Mozaiq publishes a cost per loan move from $3,600 to $2,200 within twelve months at that lender. Underwrite Assist is the closest module to Candor territory. Mozaiq describes it as resolving conditions before an underwriter opens the file. That is a claim about conditions, not about the credit decision itself.

The warranty is the real difference

Candor puts a Lloyd’s of London rep and warrant defect policy behind data, conditions and income. It claims more than three million underwrites with zero repurchases. That transfers a slice of repurchase risk to the vendor. Mozaiq offers no published warranty or indemnity of that kind. For a lender with agency repurchase exposure, that gap matters more than any speed claim. A warranty is only as good as the carrier and the exclusion list.

Counting claims that do not agree

The Candor site says more than 500 lenders. Its April 2026 press release says more than 100 banks, credit unions and independent mortgage banks. The site claims a 3 to 5 times underwriter productivity lift. The press release claims 2 to 3 times. Both pairs come from the vendor. Mozaiq percentage claims carry no method either. None of these figures has a published sample, denominator or measurement window.

Pick one number from each vendor and ask how it was measured. The answer tells you how a pilot will be scored.

Integration depth and GSE plumbing

Candor names Encompass with conditions import, clearing in preview and sync back to the LOS. It names Argyle and Freddie Mac AIM Check. Roadmap items include POS and CRM APIs plus further verification providers. Mozaiq publishes no integrations page. A customer quote names Encompass underneath the platform. Loan delivery copy references Fannie Mae, Freddie Mac and aggregators without naming a system. Ask both vendors for a named production reference on your own LOS.

Money, owners and what stays private

Candor was founded in 2018 by Tom Showalter and is based in Alpharetta, Georgia. It raised a $12.5 million Series A in 2023 led by Arthur Ventures. Ryan Edmonds is chief executive in the 2026 announcements. Mozaiq discloses no funding and no institutional backer. Crunchbase lists 101 to 250 staff across Tucson and Gurugram. Neither company publishes pricing, and neither carries a G2 or Capterra rating.

Which one to pick

Pick Candor if underwriter capacity and repurchase exposure are the constraint. Banks, credit unions and independent mortgage banks on agency product gain most from a warranted decision. Pick Mozaiq if the cost sits in setup, disclosures, post close and delivery labor. Large wholesale operations fit that shape better. Ask Candor for the warranty exclusions and the loan types the policy does not cover. Ask Mozaiq for the exception rate by stage at a reference client of your size.

Also in this category

Also in this category: Candor vs Friday Harbor and Candor vs Gateless.