RELATIONAL AI THAT
COMPOUNDS. EDG-CLAIMABLE.
Custom relational AI agents — companions, characters, concierges, brand voices — built around your product and your customers. Powered by replaceable model routes, governed company context, and deployment-specific usage evidence. Qualifying Singapore projects may be eligible for Enterprise Development Grant support, subject to the current program rules.
~5 min · downloadable PDF brief · email-gated
Route each workload well.
Keep cost and control visible.
Sonzai separates the durable Mind Layer from the generating model. Use a managed model, a company-provided key, or an approved private deployment without resetting company knowledge, workflow state, or representative context.
Model availability, region support, and rates change. Studio shows the models and rate card currently available to your workspace.
Better lightweight model drops next month? Point a config flag at it. Your agents inherit it instantly — no retraining, no migration, no relationship reset.
Bring your own model — Llama, Qwen, DeepSeek, fine-tunes — self-hosted via vLLM, Ollama, or TGI for regulated workloads. Same Mind Layer, your hardware.
A HUMAN HIRE PLATEAUS.
AN AI EMPLOYEE COMPOUNDS.
Every session ends with sessions.End() — kicking off fact extraction, personality drift, mood update, quality scoring, and per-pair retrieval re-tuning. The agent that meets your customer next quarter is materially better than the one that met them today.
Lead Qualification SDR
Headcount cost · S$50–70K / yr
- —Inbound enrichment + scoring
- —Discovery calls qualified to BANT
- —CRM hygiene + handoff notes
- —Persistent context per lead
Customer Support Tier-1
Headcount cost · S$36–50K / yr
- —70% of repeat tickets fully resolved
- —Context across every prior conversation
- —KB writes verified by the agent itself
- —Escalation packets prepped for Tier-2
Travel Ops / Itinerary Build
Headcount cost · S$40–60K / yr
- —Itineraries assembled from supplier data
- —Margin checks + auto-rebooking flags
- —Group coordination across travellers
- —Compounds with every season
Salary ranges from public Singapore market data (MyCareersFuture, Glassdoor SG, market reports). AI agent cost depends on integration and governance scope. Scenario figures are editable estimates, not promised savings or grant outcomes.
One world.
Every character. Every player.
The reason a Sonzai agent gets sharper with tenure: every agent on your project shares a typed knowledge graph. One agent learns the user's preference, another picks it up on the next channel; a brand voice updates the customer context, the concierge sees it next turn. Documents auto-ingest, agents auto-update the KB, newer information supersedes older facts. Compounding context — the relational memory that doesn't reset.
- —Intra + inter-agent — same graph, all your agents share it
- —Typed facts (Person, Account, Decision, Promise, Document)
- —Documents auto-ingest; agents auto-update the KB
- —Newer information supersedes older facts, automatically
Sharper every quarter.
Without re-training a thing.
Every conversation ends with sessions.End() — kicking off fact extraction, dedup, personality drift, mood update, diary, and quality scoring. Per-(agent, customer) SGD and bandits tune retrieval to that specific account. The agent that walks into next quarter's conversation is measurably sharper than today's, with zero training infrastructure on your side.
- —Per-(agent, user) retrieval tuned by SGD on each session's reward
- —Multi-armed bandit (Thompson sampling) over memory clusters
- —Shadow-rollout RL with auto-revert — production never sees a bad policy
- —Daily/weekly jobs: tree pruning, decay, diary, milestone detection
Support may be available.
We help you draft the case.
Enterprise Singapore determines eligibility and support for every application. Its current published EDG rules describe support of up to 50% of eligible costs for qualifying local SMEs. We can help prepare a clear scope, deliverables, evidence plan, and final report, but we do not promise approval.
Discovery
Free 30-min call. We confirm fit and EDG-shape.
Proposal
EDG-aligned scope, KPIs, milestones, and pricing.
Build & claim
We deliver. You submit the final report and claim.
- Registered & operating in Singapore
- ≥30% local equity (SG / SG PR)
- In a financially viable position
- Ready to start within ~3 months
- Project drives capability, productivity, or revenue
THREE FRONTIERS,
ONE MIND LAYER.
Each productised solution lives on the same compounding runtime. Click through for the architecture, KPIs, and deployment shape.
Compliance-grade AI agents for banks & fintechs
Grounded guidance, human approvals, identity controls, and provider receipts that regulated teams can map into their own review process.
Read the deployment02 / Travel & HospitalityItinerary-build, operations, & guide coordination
AI agents that compound across travel seasons — supplier-aware, margin-aware, and capable of running 24/7 across timezone-spread travellers.
Read the deployment03 / Lead QualificationAn SDR that compounds and never resigns
Inbound enrichment, scoring, BANT qualification, and CRM hygiene — with persistent memory of every lead, account, and decision-maker.
Read the deploymentDiscovery to production.
Typically 4–8 weeks.
Discovery
30-min call, free. Workflow audit, AI agent shape, EDG-fit confirmation.
Proposal
EDG-aligned scope, KPIs, milestones, integration plan, and pricing.
Build
Mind Layer agent design, knowledge ingestion, integrations, eval rubric.
Pilot
Live in your stack against a controlled cohort. Quality scorecards. Adjust.
Scale
Production rollout, retrieval re-tunes per pair, knowledge graph compounds.
THE QUESTIONS
FROM SG FOUNDERS.
Is Sonzai EDG-eligible?
Enterprise Singapore determines eligibility and support for each application. Its current published EDG rules describe support of up to 50% of eligible costs for qualifying local SMEs. We can help prepare a technical scope and evidence plan, but we do not promise approval.
How is this different from PSG-listed AI tools?
PSG and EDG have different official intents and application requirements. The appropriate programme depends on the solution and the current Enterprise Singapore rules; Sonzai does not determine eligibility.
How can lightweight models match frontier quality?
Sonzai can route work across managed models, customer-provided keys, or approved private models. Availability and pricing change, so the signed-in model catalog and active rate card remain canonical. Company knowledge and workflow state stay in the Mind Layer when the generating model changes.
Where is data hosted? Is it PDPA-compliant?
We're a Singapore-incorporated company (Sonzai Labs Pte Ltd) and operate under the PDPA. Data residency, retention, and processing are scoped per engagement and documented in your project SOW. For sensitive deployments we support private regions and on-premise integration patterns.
What's the typical engagement timeline?
Timing depends on the workflow, integrations, security review, and approval path. We scope a focused first workflow and separate a safe preview from live system execution.
Do you support multilingual deployments — Mandarin, Bahasa, Tagalog?
The Mind Layer is model-agnostic, so a workspace can select an approved model suited to its target languages. Language quality and policy fit are validated during the deployment evaluation.
What's the smallest engagement you take?
Discovery calls are free. We will tell you if a managed rollout is unnecessary and a self-serve workspace on platform.sonz.ai is the better fit.
YOU'RE ONE CALL FROM
A COMPOUNDING TEAMMATE.
30 minutes with the founders. We confirm if it's a fit, what it's worth to your business, and whether EDG covers half. You walk away with a plan either way.
5 minutes · downloadable PDF · we get a copy too
Sonzai Labs Pte Ltd · Registered & operating in Singapore