Use case #0003

Completion nudges: how V-KYC / CIP AI increases first-attempt pass rates

A V-KYC / CIP session that fails on the first attempt is not a minor inconvenience — it is a multi-day process restart, a borrower whose confidence in the institution has taken a hit, and an agent whose 12 minutes produced nothing. Across most lending institutions, 20 to 35% of V-KYC / CIP sessions fail on the first attempt, requiring a reschedule. The most common causes are preventable: poor lighting, wrong document produced, multi-factor authentication code sent to a phone number the borrower couldn't access, background noise that prevents clear voice capture, or the borrower not knowing what question is coming next and giving an answer that requires verification. The Video KYC / CIP Sales Agent AI's completion nudge system addresses each of these failure causes before the session begins, producing first-attempt pass rates above 88%.

Why first-attempt pass rate is the most important V-KYC / CIP metric

First-attempt pass rate is the number that determines whether V-KYC / CIP is a fast, frictionless step in the lending journey or a slow, frustrating one. A borrower who completes V-KYC / CIP on the first attempt moves to disbursement within 2 to 3 days. A borrower who requires a second attempt adds 4 to 7 days to the process — and each additional day is a day during which a competing institution can offer a faster alternative. A borrower who fails twice has a materially higher probability of withdrawing their application. The cost of a V-KYC / CIP failure is not the 12 wasted agent minutes — it is the 12% to 18% of second-attempt failures that become loan withdrawals.

"Every V-KYC / CIP failure that was caused by poor lighting, wrong document, or an OTP to the wrong number is a failure the institution created. The borrower did not come unprepared — the institution did not prepare them."

The failure analysis: what causes V-KYC / CIP sessions to fail

V-KYC / CIP Failure Analysis — November 2025 · All Sessions · 1,842 Attempted
First-attempt pass rate: 88.4% · Failure rate: 11.6% (213 sessions) · Prior month (pre-nudge): 71.2%
Sessions attempted1,842
First-attempt pass1,629 (88.4%)
First-attempt fail213 (11.6%)
Prior month pass rate (no nudge)71.2% (−17.2pp)
Failure causes — November 2025 (post-nudge programme)
MFA code sent to unavailable phone
34.3% of all failures · 73 sessions
34.3%Nudge 5 targets this
Lighting insufficient / backlit
23.5% · 50 sessions · Reduced from 38%
23.5%Nudge 3 reduced this
Wrong document produced (photocopy)
17.8% · 38 sessions · Reduced from 29%
17.8%Prep guide item 1 reduced this
Network / internet failure mid-session
12.2% · 26 sessions · Partially addressable
12.2%Nudge 2 reduced this
Background noise — voice not captured
7.5% · 16 sessions · Reduced from 14%
7.5%Prep guide item 5 reduced
Other / borrower not ready
4.7% · 10 sessions
4.7%Miscellaneous
5 targeted nudges — sent before session · Timing designed to reach borrower when actionable
Nudge 1 · 24h before Full preparation guide (7 items) + "what to expect" walkthrough + session link confirmed Pass rate impact: +8pp
Nudge 2 · 2h before "Test your internet now — open YouTube and play a video. If it plays smoothly, you're good. If it buffers, move to WiFi." Network fails: −34% reduction
Nudge 3 · 30 min before "Check your lighting: hold your phone in front of you and look at the selfie camera. Can you see your face clearly? If yes, you're ready." Lighting fails: −38% reduction
Nudge 4 · 15 min before Session link resent + "Have your SSN / government ID and passport or secondary photo ID in hand. The agent will join in 15 minutes." + direct join button No-show reduction: +6pp
Nudge 5 · OTP pre-alert "The agent will send an OTP to your SSN / government ID-linked mobile number. Is that the number you're currently using? If not, reply NOW with your SSN / government ID-linked number." OTP fails: reduced but still #1 cause
● 88.4% first-attempt pass rate vs 71.2% prior month · +17.2pp improvement from 5 targeted nudges · Remaining 11.6% failures: OTP issue #1 unresolved cause

What each failure cause requires — and why OTP remains the hardest to fix

Lighting
failure
23.5%
Addressable with 30-min selfie check nudge

Borrower takes a selfie 30 minutes before the session — if they can see their face, the lighting is correct

Nudge 3 (30-minute selfie test) reduced lighting failures by 38%. The nudge works because it converts an abstract instruction ("sit in good light") into a concrete action with a clear pass/fail test ("take a selfie and check if your face is visible"). Borrowers who fail their own selfie test move to a better-lit spot before the session. Residual 23.5% are cases where the borrower's environment has limited lighting options or where the lighting was adequate on the selfie but changed by the time the session began.

Selfie test 30 min before · −38% failures
Wrong
document
17.8%
Addressed by preparation guide item 1 — "physical original, not photocopy"

The most common wrong document: a mobile screenshot of the SSN / government ID rather than the physical card

Before the preparation guide was implemented, 29% of failures were wrong-document failures. After implementing the preparation guide with explicit "original, not photocopy" language, this dropped to 17.8%. The residual is primarily borrowers who genuinely do not have their physical SSN / government ID available — it is at another address, it was misplaced, or they use only the mSSN / government ID app. For these cases, the V-KYC / CIP platform now accepts mSSN / government ID with a specific verification flow that the preparation guide also explains.

Prep guide item 1 · −38% from prior rate
OTP to
wrong SIM
34.3%
Hardest to fix — borrower must identify their SSN / government ID-linked number in advance

The borrower's SSN / government ID is linked to a mobile number they do not have active during the session

OTP failure is the largest remaining cause and the hardest to address because it requires the borrower to know which mobile number their SSN / government ID is linked to — information that is not always top of mind, especially for borrowers whose SIM situation has changed since they registered SSN / government ID. Nudge 5 asks the question explicitly before the session: "Is the number you're using right now your SSN / government ID-linked number?" Borrowers who respond "no" are guided to the your MFA provider or carrier account settings to check their SSN / government ID-linked number and either bring that SIM to the session or update their SSN / government ID mobile link before the call. The update process takes 24 to 72 hours if done online or at an SSN / government ID centre.

Nudge 5 pre-alert · Still #1 cause

The 17-percentage-point improvement: what moved from 71.2% to 88.4%

Failure causeRate before nudgesRate after nudgesPrimary nudgeResidual — why not eliminated
Lighting insufficient / backlit38% of fails23.5% of failsNudge 3: 30-min selfie testSome borrowers have genuinely limited lighting options — can't be fixed by a nudge
Wrong document (photocopy / screenshot)29% of fails17.8% of failsPrep guide item 1: "original, not photocopy"Residual: borrowers without physical SSN / government ID → mSSN / government ID flow now available
Background noise14% of fails7.5% of failsPrep guide item 5: "quiet space for 12 minutes"Unexpected noise events during session — unreducible further by preparation
Network failure mid-session19% of fails12.2% of failsNudge 2: 2-hour internet testSome network failures are unpredictable — infrastructure, not preparation
MFA code sent to wrong phoneNot separately tracked34.3% of failsNudge 5: SIM pre-checkRequires updating the registered MFA phone — may take 24–72 hours · Remains the #1 cause
88.4%First-attempt pass rate — November 2025 · vs 71.2% prior month · +17.2pp from 5 targeted pre-session nudges
+17.2ppImprovement from nudge programme — in one month · 317 additional borrowers who passed first attempt vs prior month
34.3%OTP failure as share of all failures — remains the #1 cause · Nudge 5 (SIM pre-check) reduces but cannot eliminate without updating the registered MFA phone
12–18%Second-attempt failures that become withdrawals — each first-attempt failure has a 12–18% chance of losing the borrower entirely

317 additional successful first-attempt V-KYC / CIP sessions in one month — each representing a borrower who moved to disbursement without an avoidable delay

The 17.2 percentage point improvement in first-attempt pass rate represents 317 borrowers in November who completed their V-KYC / CIP session without needing a reschedule, without the 4 to 7 day delay a reschedule adds, and without the 12 to 18% probability of loan withdrawal that comes with a second-attempt session. At an average ticket of $18 hundred thousands, 317 additional clean completions represent approximately $57 million in disbursements that reached the borrower's account without an avoidable delay. The Video KYC / CIP Sales Agent AI's 5-nudge completion programme does not improve the V-KYC / CIP process — it removes the preparation failures that the institution had been creating, by not preparing borrowers, and calling them V-KYC / CIP failures. They were institution failures. The nudge programme fixed them.

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