What's next · Roadmap for current Ludi customers

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Once a business trusts Ludi with day-to-day conversations, the natural next step is deeper integration — bridging your own booking systems, CRMs, and backend records. This is the chapter we're building now, with early access going to current customers first.

PDPA-native Multi-model AI failover Singapore HQ Built with current customers first
Front Desk · Concept Preview In design
The problem with generic bots

Three gaps that hurt trust-heavy businesses the most

Generic chatbots are built for e-commerce FAQs. They fall apart the moment a real customer asks something that needs context, compliance, or judgement.

GAP 01

Nobody's at the desk after hours

A patient, a shipper, or a client messages at 9pm. No one answers. They call your competitor — or worse, they stop trusting you.

GAP 02

The answer needs your private records

"Where's my shipment" or "is this covered by my plan" can't be answered by a bot trained on the open internet. It needs your actual data.

GAP 03

One wrong answer is a liability

In healthcare, law, and accounting, a hallucinated answer isn't a bad review — it's a compliance incident. Generic AI doesn't know the difference.

The four desks we're designing next

Where deeper integration takes Ludi

Each of these industries needs more than fast replies — they need Ludi to reach into the systems that run the business: booking calendars, insurance panels, case files, contractor rosters. This is the integration layer we're building, informed by what current customers ask for most.

01
Highest fit

The Virtual Receptionist

Private Healthcare & Aesthetics. Patients need human-like reassurance before they book — generic bots fail the moment a question touches insurance, downtime, or a procedure detail. High-trust, appointment-heavy, zero room for a cold or wrong answer.

What Ludi does here

Handles complex scheduling across practitioners and rooms, answers insurance and coverage questions from your actual policy documents, and triages urgent symptoms to a human — with a tone trained to reassure, not just inform.

02
High urgency

The Control Tower

Specialized Logistics & Supply Chain. "Where is my order?" is the most-asked, least-resourced question in SME logistics. Teams are non-technical and overwhelmed, and the data lives across three messy systems no customer should ever see.

What Ludi does here

Bridges your backend tracking data — however messy — to a single WhatsApp conversation customers already trust. Proactively pushes delay alerts instead of waiting for the "where is it" message.

03
Highest compliance bar

The Curated Knowledge Bot

Professional Services — Law & Accounting. High-value, low-volume, high-compliance work. Firms are terrified of "generic" AI hallucinating an answer that looks confident and is wrong.

What Ludi does here

Answers strictly from your own engagement letters, precedent files, and client documents — never the open web. PDPA-compliant by design, with every answer traceable back to its source document.

04
Highest scale

The Operational Liaison

B2B Service Providers — Facilities Management. Hundreds of contractors, one small ops team. Training and re-training contractors on site-specific procedures is the bottleneck that caps how fast you can grow.

What Ludi does here

Onboards new contractors over WhatsApp, answers site-specific procedure questions on demand, and flags the gaps in your SOPs that contractors keep asking about — so your knowledge base improves itself.

How we're building this

Integration, the same way we built everything else: with real customers first

We're not building this in a lab and shipping it cold. The integration layer is being shaped directly by current customers who've told us what they'd connect first.

Now

Listening to current customers

We're collecting the specific systems — booking platforms, CRMs, case management tools — that current Ludi customers most want connected.

Early access

Pilot with a small group

A handful of current customers get first access to each integration as it's built, with direct input into how it works before wider rollout.

Rollout

Opens to all customers

Once proven with pilot customers, each integration becomes available across the customer base — still concierge-configured, never a DIY setup.

Built for the manager who has to prove it worked

The dashboard metrics this integration layer is designed to unlock

These are the existing benchmarks from current Ludi deployments today — the integration roadmap above is what extends them into backend systems, insurance panels, and contractor rosters.

Lead / enquiry capture rate
>35%
conversations → contact captured
Knowledge base coverage
>85%
questions answered from your own docs
AI → human handoff rate
<15%
the rest, resolved without a human
WhatsApp open rate
>60%
vs ~20% typical email open rate
Why this is worth waiting for

The integration layer is the differentiator, not just the chatbot

Plenty of tools answer messages. Fewer are built to eventually disappear into your actual booking system, case files, or contractor roster — and stay PDPA-bound while doing it.

CapabilityLudi (roadmap)IntercomTidioCustomGPT
Concierge-built integration (no DIY setup)✓ In design
WhatsApp outreach automationPartial
RAG on your own documents
Multi-model AI failover
PDPA-native (Singapore)
Mobile-first designPartial
No surprises, even in early access

Pricing direction for the integrated tier

We haven't finalized integrated pricing — it'll depend on the systems being connected. Current customers in early access help shape this directly.

Integrated Starter (planned)

For a single connected system

  • Everything in your current Ludi plan
  • One system connected (e.g. booking calendar or CRM)
  • Concierge-configured, same as today
  • Early-access pilot, limited intake
Register interest in Starter
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Help us build the integration you actually need.

15 minutes with our team. Tell us which systems matter most to your business, and you'll be first in line when that piece is ready.

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