Case studies
Banking

Closing a Regulation E Dispute Inside Ten Business Days

Miss it and the credit issues itself, whatever the evidence would show.

CreateOS for Dispute Operations
On this page
$3.75M-$6.0M

Annual saving on case-handling cost.

$10 → ~$7

Cost per case falling from $10 to roughly $7 ($6.00 to $7.50).

50-80 FTE

Capacity returned as FTE-equivalents (redeployed, not removed).

100%

Regulation E resolution within the ten-day clock.

Challenge

Regulation E gives the bank ten business days to investigate a customer's fraud claim (12 CFR 1005.11(c)(1), eCFR), and the bank absorbs the loss unless it can affirmatively evidence first-party fraud. The investigation can run to 45 days, but only if the account is provisionally credited inside the ten.

  • Miss the deadline and the decision is taken away. Provisional credit is issued automatically, whether the claim was valid or not.
  • Resolve it fast but without evidence and you buy a different problem. A wrongful denial becomes a complaint and a regulatory exposure.
  • $9.08 to $10.32 per disputed transaction, before any loss is written off. US chargeback volume is projected at 146 million cases worth $15.3B in 2026, and global chargeback value climbs from $33.79B in 2025 toward $41.69B by 2028.
  • Volume is rising faster than headcount can. Dispute rates jumped 78% year over year in one recent quarter, against back offices of hundreds of investigators.
  • The day is spent assembling, not deciding. Pulling transaction history, checking device and counterparty signals, and building a case file by hand, against a clock, for a decision that must survive an examiner's review years later.
  • Why disputes lagged behind other fraud work. It touches live payment data and can move money, and most agent vendors cannot tell a bank's security function where any of it runs.

Solution

CreateOS deploys a dispute investigation crew inside the bank's own environment, running each case end to end under the Regulation E clock.

  • The clock is tracked from intake, per case. Every dispute opens its own isolated case environment with the deadline running from the moment of intake.
  • Built not to falsely accuse a legitimate customer. A wrong first-party-fraud finding is a complaint and a reputational event, so the claim is captured cleanly rather than pre-judged.
  • Evidence is gathered in parallel, not in sequence. Transaction history, device signals, counterparty patterns, and prior behaviour arrive as one evidenced case instead of a day of tab-switching.
  • The bank's own loss policy decides the outcome. Applied consistently, with a defensible accept-or-deny rationale prepared inside the deadline and every step logged as it happens.
  • Clear cases resolve in minutes, exceptions reach a person prepared. A human gets the case already assembled with the open questions surfaced, rather than a raw claim and an empty folder.
  • An agent that can issue credit is bounded in the kernel. Egress is allowlisted to sanctioned payment-system paths, so an agent that is wrong or manipulated cannot move money to an unapproved destination. VM suspension is the kill switch.
  • Payment data never leaves the boundary. Control plane and storage sit inside the bank's own infrastructure and region. CreateOS is SOC 2 Type II and ISO 27001 certified.

One case, against the ten-day clock

  1. 01

    Intake opens the case and starts the clock

    Reads The customer's claim, captured without presuming fraud

    Emits An isolated case environment, deadline running

  2. 02

    Evidence gathered in parallel

    Reads Transaction history, device and counterparty signals, prior behaviour

    Emits One assembled case file, not four sequential lookups

  3. 03

    The bank's own loss policy decides

    Reads The assembled file, against the bank's stated policy

    Emits An accept or deny rationale, every step logged

  4. 04

    Credit moves, or a person picks it up

    Reads Clear cases resolve; exceptions route to an investigator

    Held Money movement, on kernel-allowlisted payment paths only

The deadline is the reason the order matters. Assembly running in parallel rather than in sequence is what leaves time for a decision inside ten business days, and the last stage is the only one that can move money.

Outcome Derived

The committed number here is an operational one, and that is deliberate: a 25% to 40% reduction in case-handling cost is a process gain that travels between banks, which makes it safe to put in a contract.

  • $3.75M to $6.0M a year. Cost per case falling from $10 to roughly $7, on the committed 25% to 40% reduction.
  • 50 to 80 FTE-equivalents of capacity returned. Redeployed onto judgment work, not removed from the organization.
  • 100% Regulation E resolution inside the ten-day clock. With full audit coverage, so provisional credit is never forced by a missed deadline.
  • Modelled, not borrowed. The range is our own, built from the bank's cost per case rather than from a third-party automation benchmark, and it is the figure we expect to be measured against.

Modelled on a Representative Mid-Size Bank

AssumptionFigure
Fraud and dispute cases per year1,500,000
Fully loaded handling cost per case$10 (research range: $9.08 to $10.32)
Resulting dispute operation~200 FTE, consistent with the "hundreds of staff" industry norm
Average dispute value~$105 (derived from 146M US cases at $15.3B)
Projected. Modeled on stated assumptions and published sources, not measured from a delivered deployment.

The cost base every saving comes out of

1,500,000

Fraud and dispute cases a year

$10

Fully loaded handling cost per case

$15.0M

Spent a year assembling evidence, before any loss is written off

Roughly 200 investigators, and the majority of that time goes to assembling a case rather than judging one. The committed reduction is against this number, built from the bank's own cost per case rather than a third-party automation benchmark.

What the bank spends today

  • Case-handling cost: 1,500,000 x $10 = $15.0M per year
  • Roughly 200 back-office investigators, the majority of whose time goes to evidence assembly rather than judgement
  • Provisional-credit exposure on every case that runs past the ten-day clock
  • A cost base that grows with dispute volume, which is rising, not falling

What the agent delivers

MetricBeforeAfter
Cost per case$10$6.00 to $7.50
Annual case-handling cost$15.0M$9.0M to $11.25M
Annual saving, $3.75M to $6.0M
Capacity returned, 50 to 80 FTE-equivalents
Time to action on reported fraudHours to daysNear-real-time; minutes on clear cases
Regulation E resolutionVariable100% within the ten-day clock
Unauthorized money movementRiskZero, enforced in-kernel
Audit coverage of decisions and actionsPartial100%

Headline: $3.75M to $6.0M per year, with cost per case falling from $10 to roughly $7.

Two points that matter more than the headline.

The capacity is redeployed, not removed. Fifty to eighty FTE-equivalents of freed time is not a headcount cut, and we will not sell it as one. It is the evidence-assembly half of the job coming off the team so investigators spend their day on judgement calls and genuine fraud. Any vendor promising a bank it can eliminate its dispute function is losing the room in the first meeting.

The saving compounds, because it is unit economics rather than a fixed cut. Dispute volume is growing. Chargeback value rises 23% between 2025 and 2028, and one recent quarter saw dispute rates climb 78% year over year. A bank that holds its cost per case at $10 watches its dispute budget grow in lockstep with the problem. A bank at $7 per case has bent the curve, and the gap widens every year the volume climbs.

Regulation E exposure, presented as loss avoidance rather than a headline number. Every dispute resolved inside the ten-day clock with defensible evidence avoids two distinct costs: the automatic provisional-credit absorption that comes with running late, and the wrongful-denial complaints that come with thin evidence. We deliberately do not attach a dollar figure to this, because it depends entirely on the bank's current miss rate and denial-overturn rate. We measure both in Phase 0 and let the bank's own numbers size it.

What We Would Prove, and How

We commit toWe validate on your data
25% to 40% case-handling cost reductionCurrent Regulation E miss rate and provisional-credit absorption
100% Regulation E resolution within the clockWrongful-denial and complaint-overturn rates
100% audit coverage of every decision and actionTrue fully loaded cost per case
Zero unauthorized money movementCase-mix split between clear-cut and genuinely contested

The first deliverable of the engagement is not the agent. It is the bank's measured baseline: actual cost per case, dispute volume, current Regulation E performance. Everything above is re-run against those real numbers, and that baseline becomes the yardstick in the contract. It protects both sides, and it is the reason a procurement team can sign it.

Highlights

  • $3.75M to $6.0M per year, with cost per case falling from $10 to roughly $7.
  • 25% to 40% reduction in case-handling cost, the committed operational number.
  • 50 to 80 FTE-equivalents of capacity returned (redeployed, not removed).
  • 100% Regulation E resolution within the ten-day clock; 100% audit coverage.

Give Us One Stuck Pilot.

We'll have it in governed production before your next board meeting.