Your competitors aren't hiring more people.
Proppify helps you find the workflows worth automating, modernizes the systems behind them, and puts governed AI into production. Not a strategy deck. Not a chatbot. Working transformation.
Already tried AI and it never made it to production?
That's one of the most common places we start.
Everyone's “doing AI.” Almost nobody is getting value from it.
Here's what we see inside most organizations: teams answering the same questions a hundred times a week. Approvals stuck in inboxes. Documents processed by hand. Machines generating data nobody looks at. Systems that don't talk to each other.
Then someone buys an AI tool, bolts a chatbot onto the website, and calls it transformation.
It isn't. Transformation is when the work itself changes - when a workflow that took three days takes three minutes, and a human only touches it when judgment is needed.
That's what we build.
Consultants give you a plan. Agencies give you code. We give you the outcome.
01 - Others
Big consulting firms
Brilliant strategy. Then they hand you a deck and leave you to build it.
02 - Others
Development agencies
They'll build exactly what you ask for - even when it's the wrong thing.
03 - Us
Proppify
We find the right problem, design the solution, and ship it into production. Then we stay until it's delivering.
Web, mobile, cloud, and IoT? Still core to what we do - as the engineering muscle behind every transformation, not a menu of services.
Four streams of AI Transformation
Proppify works across four practical areas — from stalled AI pilots to production systems that need ongoing operation and governance.
Stream 01
AI Pilot Rescue
Your AI pilot worked — but never shipped.
Turn a stalled AI pilot into a production decision. We identify what's missing, what it will take to finish, and whether it is worth continuing.
Stream 02
AI Engineering & Workflow Automation
Important work is still being done manually.
Build AI agents and workflow automation around real business processes, integrations and human decision points.
Stream 03
AI-Ready Systems & Data
Our systems and data aren't ready for AI.
Modernize the applications, integrations and data AI depends on so production systems have reliable foundations.
Stream 04
Production AI Operations & Governance
We have AI in production, but nobody is actively operating it.
Monitor, evaluate, tune and govern AI systems after they go live so performance, behaviour and accountability remain visible.
Meet ANT. Small name. Heavy lifter.
ANT is Proppify's agentic AI platform - the accelerator we use to take you from “this workflow is killing us” to a working agent in weeks, not quarters. Knowledge assistants, support agents, document flows, approvals - built on proven patterns, tailored to your systems.
Deploy it your way
$ ant run customer-support ▍
We go deep in the operations we know. On purpose.
HR Operations
Leave. Policies. Onboarding. Approvals. The people work that buries HR teams - automated, governed, and auditable.
Service Business
Tickets. Orders. Refunds. Documents. Support queues. High-volume customer work - automated, governed, and auditable.
Healthcare
Scheduling. Intake. Documents. Case queues. Operational work that buries care teams - automated, governed, and auditable.
Manufacturing & Connected Operations
Your machines produce data all day. Your people make decisions blind. We close that gap - visibility, monitoring, prediction, and automation.
Referral work in other industries? We take it when it's a fit. But we'd rather be the best in these operations than average in ten.
We don't ask you to bet big. We ask you to bet small - then watch.
Every stage earns the next one. That's how trust is supposed to work.
TalkFree
A free conversation about the problem. If we're not the right fit, we'll say so.
Diagnose
A focused, paid assessment of the workflow, data, systems, and risks. You get clarity either way.
Prove
A controlled build that demonstrates measurable value. Small scope, real numbers.
Transform
Full production: deployment, integration, modernization, adoption.
Improve
Managed support, monitoring, and governance. It keeps getting better.
What you actually get
Senior people, start to finish.
The engineers who scope your project build your project.
Speed without shortcuts.
ANT and proven patterns mean weeks to value, not quarters.
Governance by design.
Human approval, escalation, and auditability - built in, not bolted on.
Engineering depth.
Web, mobile, cloud, IoT - we build the whole system, not just the AI layer.
Skin in the game.
Staged engagements mean we re-earn your business at every step.
Built. Shipped. Running.
Everything we've built is running today - and you can open every one of them. Three ANT agents live in Malaysia with Tender Pintar and Emergence Mirror Labs. Products in production: The ANT Space, CreaHub, KyndCare, EasyFlo, iScalePro, Clinoa, and Toothfriendly.
Somewhere in your operation, there's a workflow bleeding time and money. Let's find it.
One conversation. No obligation. We'll tell you honestly whether AI can fix it - and what it would take.