SuperLarge builds, certifies, and operates AI models for banking, insurance, telco, and healthcare — proven in APAC's most demanding multilingual regulatory environments, tested against published conduct standards, and deployable inside your regulatory perimeter.
The SuperLarge model family is post-trained on eighteen years of real APAC customer operations — from Bahasa Malaysia and Bahasa Indonesia to Mandarin, Tamil, and the code-switching reality that global models undertrain on. Not translated. Trained.
Every model — ours and everyone else's — runs the same published benchmark: conduct, fairness, hallucination, injection resistance, data leakage, escalation discipline. Certification at a declared autonomy tier, with evidence your board can hand to the regulator.
One console across cloud, hybrid, and on-prem. Deploy certified models, watch conduct compliance in real time — not just latency — and keep every decision traceable. Cloud-prem via Supersoft for data that never leaves the building.
Post-trained on eighteen years of regulated APAC operations — millions of real state → action → outcome records from collections, customer service, and onboarding workflows across seven countries and 120+ languages.
We don't claim our models out-reason the frontier labs on physics olympiads. We claim something they can't: that on a Bahasa Malaysia collections call at 8pm with a distressed customer who switches to Hokkien mid-sentence, our models hold conduct standards that theirs demonstrably don't. We publish the benchmark results. Check.
Every SuperLarge model is certified under the same published standard as every third-party model — same tests, same holdout sets, results public. See how certification works →
Is this model, in this workflow, safe to deploy under your regulator's expectations? Certification covers the model, the workflow, and the deployment configuration — because a model isn't safe in the abstract. It's safe, or not, in a specific job at a specific level of autonomy. The eight domains apply across every regulated sector; sector scenario packs supply the workflows, conduct rules, and regulator mappings for yours.
Prohibited-tactic testing under adversarial customer scenarios drawn from real operations.
BM, ID, English, Mandarin, Tamil, and mid-conversation code-switching — with guardrail-degradation testing across languages.
Account-state fidelity against ground truth. No invented balances, terms, or policy provisions — even under pressure.
Adversarial and social-engineering attacks, via messages, documents, and retrieved content.
Leakage, cross-customer contamination, and PDPA-relevant disclosure behavior under elicitation.
Matched-scenario testing on outcomes offered — payment terms, waivers, escalations — FEAT-aligned.
Vulnerability, dispute, and hardship recognition. Missed escalations fail the certification.
Sandboxed action-limit testing in simulated core-system environments. Required for autonomous tiers.
AI drafts, human sends. No autonomous customer contact.
AI acts within session. Human reviews at queue level.
Full interactions within hard action limits and mandatory escalation triggers.
AI initiates, negotiates, and closes within policy.
REQUIRES CONTINUOUS MONITORINGMethodology public. Scoring rubrics public. Holdout test sets rotated quarterly. The standard is governed by a Technical Standards Committee with an independent majority — methodology changes require independent votes.
Every certification ships with a clause-mapped evidence pack for your sector's framework — BNM RMiT, MAS AIRM, and OJK for financial institutions; MCMC, IMDA, and KOMDIGI requirements for telco; HIPAA-aligned controls with PDPA and MOH mappings for healthcare — plus a two-page board summary written for your risk committee, not your engineers.
SuperLarge offers AI-driven solutions purpose-built for vertical industries — each orchestration layer tuned to the workflows, data, and compliance needs of that sector. Switch tabs to see what each looks like in practice.
Run credit decisioning, AML screening, and fraud models under a single audit trail your regulators can actually follow. Every model behind these decisions is certified under the benchmark.
BNM RMiT · MAS AIRM · OJKTurn claims, underwriting, and risk models into consistent, explainable decisions — every output traceable back to policy and evidence.
BNM · MAS · OJK IKNBOrchestrate network operations, customer care, and churn models across every subscriber touchpoint — one governance layer, not five vendor consoles.
MCMC · IMDA · KOMDIGIClinical-adjacent and administrative models with the access controls, disclosure discipline, and audit posture patient data demands.
HIPAA-ALIGNED · PDPA · MOHShip payments, lending, and risk models fast, without trading away the compliance posture regulators expect from a bank.
BNM · MAS PS ACT · OJKOrchestrate conversational and support models across every channel, with consistent conduct whichever model handles the request.
CROSS-SECTOR · CONDUCT-CERTIFIEDCoordinate demand forecasting, personalization, and inventory models from a single orchestration layer.
Coordinate demand forecasting, dynamic pricing, and guest-experience models across every property from a single orchestration layer.
Turn equatorial satellite measurement into audit-grade decisions — yield forecasts, compliance reports, and risk alerts — without touching raw imagery or orbital infrastructure.
Also serving: Retail & FMCG · Hospitality · Planetary Intelligence
From first deployment to ongoing assurance — certified models, managed from a single console, inside your perimeter.
Ship models across cloud, hybrid, or on-prem environments without re-engineering your stack each time.
Latency and cost, yes — but also conduct drift, fairness regression, and escalation misses, re-tested against the benchmark monthly in production.
BENCHMARK-LINKEDAccess controls, audit trails, and a certification evidence pack generated from the platform — not assembled by consultants after the fact.
EVIDENCE PACKTune orchestration rules and model behavior to the standards of your specific industry.
Eighteen years operating collections and customer operations inside BNM, MAS, and OJK-supervised environments. We didn't read the regulations to build this. We were supervised under them.
One published standard, eight domains, independent governance. Our models and our competitors' models, same tests, public results.
Cloud, hybrid, or fully inside your data center via Supersoft cloud-prem. Sovereignty isn't a feature tier. It's the default assumption.
Talk to the team about the model family, certification against the benchmark, or deployment inside your perimeter.