01 / INPUT
A qualified prospect replies with a product and pricing question.
Recode Asia — AI engineering studio
We build the systems your competitors call magic.
AI agents, retrieval systems and automation pipelines — engineered around your data, with boundaries agreed before implementation.
Why recode
Every business runs on software that doesn’t exist —routines living in inboxes, spreadsheets and people’s heads.We turn that invisible work into engineered systemsthat run unattended — and show their work.
The rest of this page shows how we work.
VISION.01 — COUNT
Computer Vision for Your Business
Every animal boxed, tracked and tallied in a single pass — the same instrument we point at your yard, your line or your floor.
SYS.01 — What we build
See the system, not the pitch.
Representative architectures show how we turn an operating rule into a bounded, observable production system.
SYSTEM PATTERN / SELECT A BUILD
One constraint. One observable path.
These are representative patterns, not client results. Each build is designed around the real data, permissions and failure modes in scope.
REPRESENTATIVE ARCHITECTURE
NO CLIENT DATA
02 / DECISION PATH
- 01Classify intent
- 02Read account context
- 03Check response policy
03 / TOOL + ACTION
Draft the reply and prepare the CRM update.
05 / OUTCOME
An approved reply is queued and the opportunity trace is stored.
REPRESENTATIVE ARCHITECTURE
NO CLIENT DATA
01 / INPUT
An account lead asks what changed in the enterprise SLA.
02 / DECISION PATH
- 01Resolve access
- 02Retrieve versioned clauses
- 03Rerank the evidence
03 / TOOL + ACTION
Compose an answer only from approved source passages.
05 / OUTCOME
The answer ships with citations linked to the exact source paragraphs.
REPRESENTATIVE ARCHITECTURE
NO CLIENT DATA
01 / INPUT
A paid invoice event arrives from the billing system.
02 / DECISION PATH
- 01Verify the event
- 02Match the customer
- 03Resolve entitlements
03 / TOOL + ACTION
Provision access and synchronize the connected systems.
05 / OUTCOME
The workspace is reconciled; an operator only sees the exception path.
REPRESENTATIVE ARCHITECTURE
NO CLIENT DATA
01 / INPUT
An operations manager opens a fulfillment exception.
02 / DECISION PATH
- 01Verify the role
- 02Validate the policy
- 03Load the audit context
03 / TOOL + ACTION
Approve the exception and synchronize the ERP record.
05 / OUTCOME
The workflow completes with its decision, actor and system trace attached.
SYS.02 — Work — case study, patterns & demo
Three real workflows. Three patterns. One interface to try.
Start with operational case studies, then inspect the system patterns and playable digital-brain demo.
Answers — the question wall
Ask the question you'd ask a senior engineer.
Four questions we get asked in the first call. Answers included — the hedged kind, with ranges.
Founder — 12-person trading firm
“Can inbound leads qualify themselves before my morning?”
Mostly. Pricing and fit questions classify reliably; complex tender language still routes to a human — with a draft reply attached. Every lead is classified and drafted automatically; a person approves the send. Expect 70–85% to clear with no edits, the remainder to arrive pre-summarised.
Time to first touch4h–11m
Classified & drafted automatically70–85%
The remainder — human approved15–30%
Handover & ownership
What you own when we leave.
The failure mode of custom builds is a system only its author understands. We structure every engagement so that can't happen.
Repository
Your git remote and CI from day one. Nothing we build lives in a vendor account you can't reach.
Documentation
Architecture decisions, data flows and operating notes live in the repo — written while we build, not after.
Credentials
Keys go into your secret manager. After handover we hold none, by design.
Runbook
Incident steps your team can execute without us — the test is whether they'd pass a 3 a.m. page.
The honest no
Three things we won't build.
No.
Chatbots that improvise
If a system can't cite or verify against your material, we won't ship it. Ungrounded answers move support metrics while quietly costing trust.
No.
Judgement your regulator attributes to you
Approvals with legal consequence keep a human gate. We automate the chasing, the drafting and the checks — not the signature.
No.
A pilot that exists to be a pilot
Two weeks in, the eval either supports shipping or it doesn't. We say which, in writing, and stop if the answer is no.