Multi step actions toward a goal: reading, calling tools, updating records.
Automate. Guard.
Deliver.
AI agents that do real work, not demos.
Wired into your CRM, helpdesk, and internal APIs.
Logged, guarded, and with humans still in charge of what matters.
Fewer manual hand-offs and clearer throughput for your team.

What Agents
Solve Well
Agents fit work that is repetitive and rules heavy.
They struggle when policies are undefined or data is unreachable.
4 Pillars.
One Platform.
Grounding
Retrieval from your approved
corpus, not free-form invention.Permissions
Least privilege tool access,
no silent writes to production.Human in the Loop
Approvals for refunds, legal
commitments, and messaging.Auditability
Traces you can actually
review when something looks wrong.
Outcomes.
©2025
2 public agentic products shipped. Commercial products with tool use, memory, and orchestration, running for real users.

FABRICEAI
Real time voice and text knowledge
assistant with retrieval and session memory.
PITCH FABRICE
Multi agent orchestration routing
founders to stage-specific interview agents.
Process & Data Map
Which steps burn time, which systems
hold the truth, where humans approve.
Agent Design
Goals, tools, guardrails, fallback
paths, and how we judge success.
Integration
Secure connections into the apps
your team already uses every day.
Evaluation & Monitoring
Sample traces, failure modes,
cost per run, and escalation rules.
Fast phased onboarding
- STEP 01
Process Map
Which steps burn time,
where humans approve. - STEP 02
Agent Design
Goals, tools, guardrails,
and fallback paths. - STEP 03
Integration
Secure connections into
tools you already use. - STEP 04
Build & Handover
Weekly demos, then
documentation and IP handover.
AI Agents in Singapore,
That Do Real Work
We design and build agents and workflow automation for Singapore teams. Wired into your CRM, helpdesk, email and internal APIs. Logged, guarded, and with humans still in charge of the decisions that matter.
A commercial agent is wired into your stack, logged so you can review what it did, and designed so a human stays in control.
We ground answers in your approved sources, log actions, and keep humans accountable for irreversible steps.
We size the first agent to one painful workflow, so you see real signal before funding a wider platform.