Volume is spiky and unforgiving.
A live event or launch triggers a flood of payout, dispute, and support requests in minutes. Miss the window and the engagement is gone.
Media, gaming & entertainment
Handle real-time player and viewer volume without burning out your team.
Payouts, account disputes, content moderation, and fraud checks spike the moment an event goes live. Qrambo's agents clear the routine cases in real time and route the risky calls to a human, with an audit trail on every decision. The same agents speed up content production, cut manual handoffs in production timelines, and get content edited and distributed faster.
Trusted by teams shipping AI to production
Why it stalls
The work that eats media ops teams alive.
Payouts and fraud can't run fully autonomous.
Approving a withdrawal or a bonus dispute on a model's word alone invites fraud and regulatory heat. A human belongs on anything material.
Moderation and disputes need receipts.
When a player or creator escalates, “the system decided” won't hold. Every call needs a defensible, reviewer-attributable record.
How it works
How Qrambo runs media operations.
AI runs the flow, your people own the last call, and the system learns from every correction. Live in production in about three weeks, not six months.
Read every payout, dispute, and flag in real time.
The moment an event goes live, Qrambo ingests each withdrawal request, bonus dispute, chargeback, and reported piece of content and scores it against your risk rules. Because the AI processes every case in parallel, a launch surge lands as reviewed work, not a growing queue.
Auto-clear the safe cases, hold the risky ones for a person.
Qrambo approves standard payouts and closes routine player tickets on its own, while anything above a value threshold or carrying a fraud signal goes to an operator who approves or reverses it in one click. Median hand-off to a human is around four seconds, so high-value withdrawals get eyes on them without stalling the flow.
Learn your calls, event after event.
Every operator correction on a moderation or payout decision feeds back into the model, so it mirrors your team's judgment on the next launch. Accuracy climbs off a flat 78% baseline at roughly +1.4 points a week instead of plateauing.
Where Qrambo starts
The workflows we ship first for media.
Each one runs the routine cases end-to-end and routes the judgment calls to your team, with a clean audit trail behind every decision.
70%
Support, payout, and dispute tickets resolved without a human touch
post-week-4 average
3.1s
Median time to route a fraud or high-value payout to review
p99 · 6.2s
45%
Lower cost per contact during live-event peaks
first event cohort
30days
From kickoff to first workflow live in production
median
Go deeper
Playbooks for media ops.
The benchmarks and playbooks behind the work, with the numbers, the flows, and widgets you can play with.
Industry
Real-time payout and dispute ops for live events
When an event goes live, payouts, disputes, and support spike in minutes. Here's how to clear the routine cases in real time and route the risky ones to a human.
Industry
Content moderation at scale, with receipts
Moderation and creator disputes need speed and a defensible record. Here's how agents handle the clear cases in real time and hand humans the judgment calls, logged.
FAQ
Media AI agents, answered.
How does Qrambo handle real-time payouts and withdrawal disputes without approving fraud?
Qrambo reviews every withdrawal and bonus dispute the moment it lands and auto-clears the ones that match your risk rules. Anything over a value threshold or carrying a fraud signal (mismatched device, bonus-abuse pattern, velocity spike) routes to a human operator who approves or holds it in one click. The median hand-off to a person is about four seconds, so risky payouts get reviewed without freezing the queue.
Can Qrambo do content moderation, or only support tickets?
Both. Qrambo triages flagged content, chat reports, and community escalations the same way it handles payouts: it actions the clear-cut cases against your policy and sends the borderline ones to a human moderator with the context attached. Every moderation decision is logged with the reviewer who made it, so creator disputes and appeals have a record to point to.
We get 10x our normal volume when a title or live event launches. Does Qrambo keep up?
Yes. The platform is built for spiky, real-time load and handles roughly 10x baseline volume without added headcount, because the AI processes every case in parallel and only routes the judgment calls to your team. Your operators spend a launch reviewing exceptions instead of clearing a backlog.
How do creator and player disputes get resolved fairly?
Every dispute Qrambo touches carries a full audit trail: what was requested, what the AI found, which rule applied, and who signed off. When a creator or player escalates, you can show exactly how the call was made rather than saying the system decided. Ambiguous disputes always reach a human before money moves or an account is actioned.
How long before Qrambo is live handling our operations?
Most pilots go live in about 30 days on a single workflow, usually payout review or first-line player support. You start with an operator approving every AI action, then widen the auto-clear threshold as accuracy proves out week over week.
How is pricing structured?
Qrambo starts with a scoped 30-day pilot on one high-volume workflow, so you see resolution rate and escalation quality on your own payout and moderation traffic before committing further. Pricing scales with the volume the agents handle, not per seat.
See Qrambo clear a live-event surge before your next launch.
Point us at your payout, dispute, and moderation queues and we will stand up one workflow in about 30 days, with your team approving every call in real time while the agents learn your rules.