- Before
- Decided by feel which disputes to fight, then searched five systems and pasted exhibits into a template in the last two days of the window.
- Now
- “Tell me which ones are worth fighting, and show me the proof before I sign” — he opens a pack already filled, checked and priced, and decides.
One fraud claim, from overnight intake to a signed response
Kestrel & Vane Group sells through four card-accepting businesses and three processors. On Wednesday morning a $612.40 Visa 10.4 fraud claim on a cordless tool kit is waiting for Daniel Okafor. Here is what happens next, screen by screen, in the working solution.
- 01Wednesday morning
The agents worked the night; six decisions need him
Daniel Okafor · Chargeback analystThe agents finished the overnight run at 06:40: 61 disputes in from three processors, 44 packs drafted and checked, 12 proposed to accept. Today shows 412 open disputes with $171,860 at stake, 23 due in the next 3 days with 21 packs ready, and a Q3 win rate of 62%, up from 41%. At the top of his list: CB-88213 qualifies for Compelling Evidence 3.0.
Intake agent: “Brought in 61 disputes: Northbeam 44, Halberd 11, Ridgeway 6. Every deadline set to the processor's date.”
- 02Open the dispute
The reason code becomes a list of evidence to fill
Evidence agentCB-88213 is a Visa 10.4 Other Fraud — Card-Absent Environment claim from J. Pell, card ending 4417, on order KVH-4471902. Northbeam wants the response by Sat 17 Oct; the network date is Thu 22 Oct. Priced as a plain fraud claim, the win odds are 31%: 31% × $612.40 − $22 to fight = $167.84. The left side lists a socket for every piece of evidence the rule requires, and the agent fills them as he watches.
“Evidence agent · step 5 of 9 · Matched the device on all three.”
- 03Every exhibit
Two earlier orders, the same device and IP address
Evidence agentThe agent pulls the disputed order, the Corvid Parcel delivery with a photo at the front door on Wed 5 Aug, and a verified sign-in with a code to the account holder's phone six minutes before the order. Then it searches 12 months of the card and finds KVH-4012277, 140 days earlier, and KVH-3768410, 301 days earlier — neither disputed, both from device dv-7f3a-91c2 and IP address 198.51.100.24. Every exhibit opens its source record.
“Highlighted fields are the ones the agents relied on. Read-only copy of the record, taken when the agent read it.”
- 04Qualified
Win odds from 31% to 78%
Triage agentNine of nine sockets are filled with eight exhibits, and the Compelling Evidence 3.0 test passes: two earlier orders 120–365 days old, neither disputed nor reported as fraud, the device, IP address and shipping address matching on all three (the rule needs two of four, one of them the device or IP address), same merchant and descriptor. The triage agent re-prices the dispute at 78%: $455.67 expected if he fights, against a $612.40 refund and a $2.00 fee if he accepts.
The evidence agent never invents an exhibit — an empty socket stays empty.
- 05Before he signs
A critic reads it as the issuer would, and he asks why
Critic agent · Daniel OkaforThe drafting agent wrote the response with every sentence pointing at an exhibit. The critic scored it 86 against a pass mark of 75, struck a sentence about the three-year warranty and moved the match table to page 1. Daniel asks why the dispute qualifies; the evidence agent answers with the two orders, the matching device and IP address and the rule, each cited.
Critic: “irrelevant to a fraud claim, and it invites a quality argument.”
- 06Signed, three days early
He submits with a reason code and his e-signature
Daniel Okafor · Chargeback analystDaniel picks reason code S1 · Evidence complete — Compelling Evidence 3.0, adds a note if he wants one, and approves with his e-signature. The response goes to Northbeam three days before its deadline. Had the critic scored it below 75, he could only have submitted it with reason S3 and a reason in his own words.
“I approve this as Daniel Okafor, Chargeback Analyst — e-signature.”
- 07One step
Twelve weak disputes accepted, each with its arithmetic
Triage agentThe triage agent proposes accepting 12 disputes worth $1,485.35: four are Kestrel & Vane's own mistakes — a duplicate capture, a missed cancellation, a forced authorisation and a return never refunded — two look like true fraud, and six cost more to fight than they could recover. Daniel can switch any row to Fight instead, then approves the rest with one reason code inside the free window.
“8% × $459.05 − $22 = $14.72 — below your $15 fight floor.”
- 08Pre-arbitration
Round two, priced against a third way out
Triage agentOn CB-87455 the issuer comes back with photos of a dented door and a $640 repair quote. The triage agent prices every option: escalating to arbitration is worth about $36 after the filing fee, accepting alone costs $1,960.00, and accepting while filing a concealed-damage claim with Trident Freight recovers about $1,568. Daniel chooses; the evidence agent has the claim drafted.
- 09Prevention
Repeat disputers stepped up at checkout, not fought one by one
Rafael Montes · Fraud analystThe pattern agent finds 14 repeat disputers this year, $9,820.00 across 33 disputes, and proposes a change for each of the 6 new ones — mostly step-up verification at checkout. It also sees Visa 10.4 up 18% at KV Home Store since the garden promotion, and a descriptor customers do not recognise. Rafael approves or declines each proposal with his signature.
“Nobody is blocked: step-up asks for a code at checkout.”
- 10Month end
A win counts when the money is back
Helen Achterberg · Finance controllerThe outcomes agent matches every recovery to a processor settlement line: $679,400 won in Q3, $671,950 matched, and $7,450 across three items not yet matched, each one explained. It proposes a reserve for open disputes of $74,438.16 — open amount × (1 − weighted win odds) — and journal JV-CB-1014. Helen approves the journal; the agent never posts it.