What We Do

Four disciplines. One obsession.

Every engagement ends the same way: intelligence running inside the systems you already own. Here is how we get there.

SERVICE /01

AI Agent Architecture

STACK
LLM orchestration · vector memory · function calling · channel gateways

We design, build and operate AI agents that actually work in production — with persistent memory, tool use, and guardrails. Your agent remembers every person, every project, every preference, and runs 24/7 across the channels your team already lives in.

Agent design blueprint mapped to your workflows
Tool & API connectors — your systems become the agent's hands
Persistent memory with retrieval, plus safety guardrails
Multi-channel deployment: Telegram, Discord, WeChat, web
Monitoring, evaluation and continuous improvement loops
SERVICE /02

ERP & Supply Chain Intelligence

STACK
event sourcing · exception handling · inventory AI · HITL approvals

We embed cooperating AI agents inside your ERP so planning, tracking, optimisation and negotiation run themselves. Every action lands in an immutable event log, and humans approve only the decisions that cross your thresholds.

Process audit — where AI removes work, where humans stay
Agent swarm configuration: plan, track, optimise, execute, negotiate
Immutable event sourcing for full auditability
Human-in-the-loop approval flows with custom thresholds
Weekly self-optimisation: the system rewrites its own playbook
SERVICE /03

Intelligent Ordering Systems

STACK
OCR pipelines · pricing engines · real-time analytics · B2B APIs

From handwritten wholesale lists to structured orders in seconds. We build OCR capture pipelines, smart pricing engines and real-time analytics that connect suppliers and buyers directly — no phone calls, no re-typing.

OCR order capture — photograph a list, get a structured order
Catalogue mapping and fuzzy product matching
Multi-tier pricing rules per customer relationship
Real-time order tracking and demand analytics
B2B supplier–buyer network integration
SERVICE /04

Custom System Integration

STACK
legacy adapters · middleware · data pipelines · observability

Legacy ERP, ancient databases, undocumented APIs — we've seen them all. We wire intelligence into what you already run instead of forcing a rip-and-replace. Your systems stay; they just get smarter.

Integration map of every system, data shape and hand-off
Middleware and API layers that translate between old and new
Data pipelines with validation and rollback
Observability: you see everything the AI touches
Staged rollout — prove value on one workflow before scaling
Why It Works

We run every technique we sell — in our own production platforms.

Karp, WhereOrder and PrimeFlow aren't case studies we borrowed. They are our own products, serving real businesses every day. When we integrate AI into your systems, we're applying playbooks we've already battle-tested on ourselves.

Tell us which system hurts the most.

One conversation. A working prototype in days — not a slide deck.