Agentic AI for regulated operations · ASEAN

Agentic AI you can license — or pay for on the outcome.

Superheroes is an enterprise agentic AI platform and a catalogue of operators built for regulated work. Deploy it in your own environment and run it with your team, or hand us the outcome and pay only when the evidence for it exists in your system of record. Same operators, same governors, same audit trail — two ways to carry the risk.

18 years
of contact centre and collections operations behind the models — action, outcome and consequence, not text
176
enterprise clients across seven ASEAN markets, under BNM, MAS, OJK, BSP and BOT
40
operators in the catalogue across nine business functions, each with a written evidence clause
4 ways
to deploy — your data centre, your private cloud, sovereign in-country, or our regulated tenancy
The unit

A Superhero is a commission, not a bot.

Most AI is sold as capability and priced as software. Capability is not an outcome, and software pricing means you carry all the risk of it not working. We commission an operator the way you would commission a team: it is given one thing to own, the evidence that proves it did, the powers to do it, and the point at which it must stop and hand the case to a person.

Superheroes SEZC · commission

Rebound

IN-MARKET · BUDI
OwnsCured accounts in early-stage delinquency
Done whenPayment cleared, or a kept promise-to-pay recorded in the system of record
Price$14 per cured account
ClawbackA broken promise-to-pay reverses the outcome and the invoice
Hands overHardship declared · dispute raised · vulnerability signal
NeverThreaten legal action · imply criminal consequence · discuss the debt with a third party

One outcome, not a task list

An operator that "helps with collections" cannot be priced or held to anything. One that owns cured accounts can be.

The evidence, written first

If we cannot name the field in your system that changes when the work is done, there is no outcome yet and we will say so before a contract exists.

A clawback where one belongs

Anything that can reverse — a lapse, a chargeback, a broken arrangement — reverses the invoice too. An outcome that unwinds was never earned.

A written point of refusal

Every operator has conditions under which it stops and calls a person. Those are yours to set and we cannot override them.

The platform

Superforce. The rig every operator runs on.

Whether you license it or we operate it, the machinery is identical. Four layers, deployable where your regulator requires it, with the controls enforced in the runtime rather than asked for in a prompt.

L1

Ingestion and grounding

Voice, chat, documents, ledgers and case systems parsed into one working record per customer. Redaction applies at this boundary, so raw identifiers never reach a model.

L2

Reasoning and the loop

Sense, decide, act, observe, verify — with a turn budget, a stop rule and a verification step on every cycle. Every output carries a confidence and an auditable chain.

L3

Memory that persists

Action, outcome and consequence retained per client, never mixed across tenancies. Model-independent: when a better foundation model ships, the operating history carries forward.

L4

Orchestration and governors

Squads, sequential or concurrent, with join rules. Handover records, contact governors and stand-down rules enforced above every operator in the squad.

Deployment

Where it runs is your decision

On premiseYour data centre. Air-gapped options for the ledger and the record store.
Private cloudYour VPC, your keys, your network boundary. We ship the images.
SovereignIn-country compute under local jurisdiction — Malaysia, Indonesia, Singapore, the Philippines, Thailand, Vietnam.
Our tenancyManaged by us, single-tenant, in your jurisdiction. Data never crosses to another client.
What comes with the platform

Three consoles

Group. Policy, licence allocation across business units, spend and assurance. Department. Squads, the escalation queue, performance against target. Build. The operator catalogue, the workflow designer, evaluation suites and release gates.

SSO and directory sync · role-based access · full session recording and replay · export of every record on demand · integrations with core banking, CRM, ticketing, telephony, payments and identity.

How to buy

Same operators. Three ways to carry the risk.

Most enterprises start by licensing the platform, because the budget line already exists and the data cannot leave. Some hand us the outcome from day one. The route matters less than the fact that you can move between them without changing platform, operators or governors.

01 · Deploy

You license it

The platform and the operators you select, in your environment. Your team builds and runs the squads. Priced per operator per year plus platform, with volume bands — a budget line your procurement already understands.

You carry delivery risk. You keep every efficiency you find.

02 · Operate

We run it, on the outcome

We hold the platform, the squads and the escalation desk. You are invoiced per evidenced outcome, with clawbacks where the outcome can reverse, and nothing below the agreed quality gate is billed at all.

We carry delivery risk. You pay for results, not capacity.

03 · Deploy with a floor

Licence, guaranteed

The licence, at a reduced rate, with a contracted outcome floor. If the squads do not clear the floor in the period, the shortfall is credited against the next one.

Risk is shared. The most common route for a first enterprise year.

DeployOperateDeploy with a floor
Priced onOperators and platform, annually Evidenced outcomes onlyReduced licence plus an outcome floor
Who runs the squadsYour teamOursYour team, our success desk alongside
Escalation deskYoursOurs, sized to the escalation rateYours
Where it runsAnywhere, including air-gappedOur single-tenant, in your jurisdictionAnywhere
Who carries conversion riskYou Us Shared to the floor
Typical first buyerGroup CIO with a data-residency mandate COO of a business line with a number to hitCFO who wants the licence but not the pilot risk
Why we prefer Operate, and why we do not insist on it. Outcome pricing aligns us with the result and gives us a labelled record of what worked — which is what makes the next deployment better than the last. But a bank whose data cannot leave its own estate should not be forced into a commercial model to get a technical one. The platform is the same either way, and so is the audit trail.
The catalogue

Forty operators. Each one states its evidence.

Nine business functions. Every entry below shows what it owns, what proves it, and what it costs when proven. Prices are catalogue list; contracted prices are negotiated per client and per volume.

Two families. Operations outcomes, once delivered, stay delivered. Revenue outcomes can be taken back — so every revenue operator carries a clawback window, and we will not contract one without it.
Pricing · the value model

An outcome is worth four things. Price against all of them.

This is how we size a licence and how we set an outcome price — the arithmetic is the same either way. Most of what these operators produce is not revenue, and counting only revenue makes two thirds of the work look like a cost centre. That is how automation gets bought for the wrong reason and cancelled for the wrong one.

Revenue booked

New income that would not otherwise exist. A signed application, a saved renewal, a second product.

Cost avoided

Hours your own people no longer spend, at your own loaded rate. The largest line for most operators.

Risk avoided

Expected loss not incurred. A breach caught before publication, access revoked on the last day, a complaint closed inside the regulator's clock.

Cash released

Working capital timing. Reported separately and never counted as profit — your CFO would make that distinction before we did.

What it looks like on one squad

Against how you do it today

People on it todayFull-time equivalents
42
Loaded cost eachPer person, per month
$1,200
Outcomes they producePer month, today
60
Our price per outcomeBilled only on evidence
$185
Costs you now
$840
per outcome
With us
$185
per outcome, on evidence
Saved
$39,300
a month at today's volume
People freed
32
for work only people can do

Illustrative. Under Operate the price per outcome is what you pay. Under Deploy it is the number your annual licence has to beat — and we will show you the same calculation either way. Every engagement starts by agreeing your real baseline; we cannot price against a number you have not measured, and neither can you.

Seat-priced AI

Sold per user, per month

  • Priced on how many people have access, which has nothing to do with what gets done
  • Value asserted in a slide, measured never
  • Renews whether the work landed or not
  • Failure shows up as low usage, and low usage looks like your fault
  • No mechanism to prove it worked, so year two is a negotiation not a review
Superheroes, either route

Priced on operators and outcomes

  • Licensed per operator, not per user — a thousand staff can use one operator
  • Every operator states the evidence for its outcome before you buy it
  • Under Operate: no evidence, no invoice, and reversals reverse the invoice
  • Nothing below the agreed quality gate counts, on either route
  • The same report at renewal as at signature — assumed against observed
Control

The important part is what stops it.

Anyone can demonstrate an agent that talks to a customer. In a regulated business the question is narrower and harder: under exactly what conditions does it refuse to continue, who set those conditions, and can the vendor switch them off? Ours are set by you, enforced in the runtime rather than in a prompt, and we cannot disable them.

Hand-over triggers

Hardship declared. Vulnerability signal. A customer asking for advice rather than information. Suitability doubt. Legal threat. Regulator mentioned. Any one of these stops the operator and calls a person — and the list is yours, not ours.

Squad stand-down

If any operator working an account trips a trigger, every operator working that account stops. A vulnerability signal detected on a service call silences the sales operator too.

Contact governor

One squad, one voice. Total contact per customer is capped across every operator and every channel, so five agents cannot independently decide today is a good day to call.

Handover record required

No operator may contact an account without the record from the one before it — consent basis, disclosure already made, everything already said, running contact count. Missing any of it, the case is refused rather than started cold.

Disclosure, always

Every operator says it is an AI, unprompted, at the opening. This is not configurable.

Recording and redaction

Every turn recorded and replayable by you and by your regulator. Raw customer identifiers redacted at the boundary so they never reach a model. Neither can be switched off, by you or by us.

Data

Processor by default

You instruct, you hold consent, you own the record, and nothing crosses to another client. Data stays in its own jurisdiction — Malaysia in Malaysia, Indonesia in Indonesia — and a squad may span your business units only where the law allows it. A controller arrangement exists for marketplace products and is never the default.

Who holds which console

Three roles, one boundary

Your group sets policy, allocates licences and can lock a governor against its own units. Your department heads build and tune squads inside that policy. We hold the catalogue and the pricing — and see none of your customer data beyond what a named operator is instructed to act on.

Evidence

We publish what it actually does, not what we assume.

Every operator carries a catalogue assumption — the rate at which it is expected to bank its outcome. Every deployment reports what it really did. Both numbers are in the console you are given, side by side, with the count behind them. A vendor unwilling to show you the second number is quoting you the first.

OperatorOwnsAssumedObserved across clients RangeOutcomes behind it

Illustrative of the reporting format. Your own figures replace these from the first week of a pilot.

Four test suites

Golden cases written by people who used to do the work. Adversarial cases — confused, hostile and evasive customers, and prompts designed to move the agent. Policy cases drawn from your never-list and your regulator. Regression cases mined from production.

Policy is not a percentage

A single policy failure holds the release, whatever the rest of the suite says. No change reaches your accounts without clearing the gate, and the gate is raised for anything carrying money or a regulator.

Clawbacks are labels

Because we are paid on evidenced outcomes, every banked result is a positive label and every clawback a negative one. The test set that matters most is the one nobody has to write — and it grows every month you run.

Shadow, then canary, then full. A new version runs alongside the live one without sending anything, then takes a small share of real traffic, then everything — with the previous version kept warm for rollback. On a squad that contacts customers we do not skip the first step, on any account, for any deadline.
In market

Running today, in Malaysia.

Three verticals where operators are live, with the workflows, the numbers and the price per outcome. Each is a complete brief for that buyer rather than a capability list.

Access

Start with one outcome. Prove it. Then widen.

A first engagement is a single squad against a single outcome, measured against your current baseline, with a break-even we show you before you sign — licensed into your environment, operated by us on the outcome, or licensed with a floor. If it does not clear the baseline in the first quarter, it should not widen, and we will say so before you do.

Week one

Agree the evidence

We name the field in your system that proves the outcome, and your current cost per outcome. If we cannot do both, we stop here and tell you why.

Weeks two to six

Shadow, then canary

The squad runs alongside your team without contacting anyone, then takes a small share of real volume under your governors. You see observed against assumed from the first week.

Quarter one

Full volume, then choose

Live at volume with the governors enforced and the evidence reported weekly. At the quarterly review you pick the commercial model that fits — licence, outcome, or licence with a floor — against the baseline you set in week one rather than a number we chose.

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