Products

Products we ship.
Decision infrastructure and AI agents for mid-market operations.

Find the right product

If you need to…	Product
Cut stockouts and reduce ops decision lag from days to minutes	OpsGrid ↓
Query your ERP through Teams, WhatsApp, or Slack — no IT ticket	AskOps ↓
Give your team instant search across internal docs and SOPs	QHub ↓
FMCG & Distribution
Run export and FMCG distribution operations end to end	TradeFlow ↓

Built from real deploymentsEvery product here started as a solution to a real customer problem. Open-sourced or productized only after it proved itself in production.

Two licensing tracksCommercial product when it's a vertical category (OpsGrid for Business Central). Open source when it's infrastructure anyone should be able to run.

Self-hosted by defaultYour data. Your server. Your stack. Same posture across both tracks: no vendor lock-in, regardless of how you pay.

· Active beta

Decision Infrastructure for Business Central

Active Beta · Dynamics 365 Business Central · Microsoft Teams

OpsGrid

Signal. Route. Approve. Execute. Audit.

Copilot answers questions. OpsGrid decides and acts.

Decision infrastructure for mid-market manufacturers, distributors, and logistics operators on Dynamics 365 Business Central. Autonomous agents surface ranked operational decisions and route them to named decision owners. Most BC environments have the data — the gap is governance: named owners, response SLAs, a full audit trail. Every BC write requires explicit human approval. It transforms Business Central from a system of record into a system of action.

Read: Decision Infrastructure vs. Decision Intelligence — what makes them different →

Stack: Business Central · Microsoft Teams · Custom AI agents

Modules: InsightOpsHQ + ActionOpsHQ

Deploy: 3 weeks

Stage: Active beta · 13 spots

See OpsGrid → Apply for beta →

60×

faster decisions2.3 days → 1.2 hours

85%

fewer stockout incidents

80%

expedite cost reductionwithin 90 days

97%+

OTIF targetfrom 92%

From one active OpsGrid beta deployment · Dynamics 365 Business Central · mid-market manufacturer · baseline at project start, outcomes at 30 and 90 days. $0 BC writes without explicit human approval.

OpsGrid is built for

Ops Heads & Plant Managers → CIOs & IT Leaders → CEOs & MDs →

· Available · Custom implementation

Conversational ERP for any system

Live · Custom Implementation · Any ERP

AskOps

Conversational ERP interface. Your team sends a message from WhatsApp, Teams, or Slack. AskOps queries your live ERP and responds in seconds. No new app, no screen navigation. Works with SAP, NetSuite, Dynamics 365, Business Central, Odoo, and custom systems.

"Used to call the factory from client meetings to check on an order. Now I check on my phone before I walk in."
— Head of Sales, bespoke garment manufacturer

Stack: Any ERP · WhatsApp / Teams / Slack · Custom AI agents

Deploy: 2–4 weeks

Stage: Available · Custom implementation

Interface: WhatsApp · Microsoft Teams · Slack

See AskOps → Book a scoping call →

FMCG & Distribution

· Live · FMCG & Export Trade

FMCG Trade Operations Platform

Live · Production

TradeFlow Crew

Order volume outgrows manual coordination before anything else breaks. Buyers call for status. The factory waits on the morning briefing. Procurement gaps surface after the damage is done. TradeFlow Crew closes that gap for FMCG distributors and manufacturers — buyer portal, sales queue, factory queue, rate master with per-buyer overrides, procurement planning. Phase 1 live in production. Phases 2–4 cover supplier chain, export documentation, and overseas buyer management.

Stack: Hono · Cloudflare Workers · SvelteKit · D1 SQLite · Cloudflare Pages

Deploy: 5 days (initial infrastructure)

Stage: Phase 1 live · Phases 2–4 roadmap

Markets: SE Asia · UK · Gulf · North America

See TradeFlow Crew → Book a discovery call →

TradeFlow Crew is built for

FMCG Distributors → Agri Exporters → Enterprises →

New order

Order tracking

Sales queue

Factory queue

Open source · Live

Open-source infrastructure

Live · Open Source · Apache 2.0

QHub Wiki

Ask your company's knowledge base from your browser tab — chat interface, instant answers, without opening WikiJS or searching manually. Self-hosted, unlimited users, $0/month. Your data stays on your server.

Stack: WikiJS · Qdrant · Ansible

LLM: Claude / OpenAI / Openrouter

Deploy: ~30-45 min

Users: Unlimited

View on GitHub Managed install — $299 →

Chrome extension — AI answers from any tab

Type a question in the extension and get an instant, AI-synthesised answer from your own knowledge base — without opening a new tab or navigating to the wiki.

Semantic search via Qdrant vector DB

Find the right doc even when the exact words don't match. Qdrant runs locally on your server — no external search API, no data leaving your infrastructure.

Full data sovereignty

Nothing is indexed by third parties. No vendor lock-in. Markdown-first content is portable across any AI platform as the ecosystem evolves.

Any LLM — Claude, OpenAI, or openrouter

Bring your own API key. Claude (Anthropic) recommended for best retrieval quality. Groq available as a free-tier fallback if you need to control costs.

// Powered by QHub · Live in production IntelliconnectQ Bespoke Garment Manufacturing ZapConnectHub Corporate Event Planner

In the pipeline

Coming soon

Each tool below is either live or in development. We open-source when it's production-ready. Subscribe for early access.

Supplier Invoice Reconciliation Agent

Q3 2026

A drop-in AI agent that reconciles supplier invoices against purchase orders automatically. Reads invoices, matches to POs, flags exceptions, generates a reconciled report — zero manual intervention. Currently deployed with a manufacturing client reconciling 10 suppliers daily.

Origin: Deployed — manufacturing client, bespoke garment manufacturing. Open-source soon.

Get notified →

Employee Lifecycle Automation Starter Kit

Q3 2026

MS Graph + Power Apps templates for automated employee onboarding and offboarding. License allocation, department head alerts, access removal on departure. Based on a live deployment for an MSP managing 4500+ employees across multiple client companies

Origin: Live deployment — Managed Services Provider, serving 7 client companies.

Get notified →

Tell us your challenge

Bespoke

Have a specific operational problem not covered above? Our products start as client deployments — we may already have something in progress, or we scope and build bespoke. Either way, we size it before we quote.

Start a conversation →

Engineering & Infrastructure

Internal tools. Open sourcing soon.

These Ansible playbooks are used by our engineering team on every client deployment. They handle the repeatable, error-prone parts of server setup — SSL, nginx, Docker, VPN — so we're not rebuilding the same foundation each time. Open sourcing because they're good enough to share.

Ansible — SemaphoreUI Setup

Open sourcing soon

Full SemaphoreUI deployment — nginx reverse proxy, SSL via Let's Encrypt, database setup, and pre-vetted playbook library import. Takes a clean server to production-ready in one run. We use SemaphoreUI as the Ansible orchestration UI across all client infrastructure.

Stack: Ansible · SemaphoreUI · nginx · Let's Encrypt. Linked with the common playbooks library below.

GitHub — coming soon

Ansible — n8n Setup

Open sourcing soon

Self-hosted n8n via Docker, with nginx reverse proxy and SSL provisioning. Takes a clean server to a fully operational n8n instance. The setup takes half a day manually. Used for clients replacing licensed workflow automation platforms.

Stack: Ansible · n8n · Docker · nginx. Phase 2 of our MSP automation deployment runs on this stack.

GitHub — coming soon

Ansible — WireGuard VPN

Open sourcing soon

WireGuard server setup with peer configuration, ufw firewall rules, IP forwarding, and client config generation. How our engineering team accesses client infrastructure securely — faster than OpenVPN, no commercial licensing, repeatable across every engagement.

Stack: Ansible · WireGuard · ufw · Linux. Used on every client infrastructure engagement.

GitHub — coming soon

Common Ansible Playbooks

Open sourcing soon

Internally vetted scripts for the foundation every server deployment needs — server hardening, Docker install, nginx base config, SSL automation, firewall rules, backup configuration, log rotation. Linked with SemaphoreUI so they run from the UI. Not experimental — in active use across all client deployments.

Stack: Ansible · Docker · nginx · SemaphoreUI. Foundation layer for all client infrastructure work.

GitHub — coming soon

Get early access

We notify subscribers when a new tool releases — with install instructions, a demo, and a limited early-access managed install offer. No spam. One email per release.

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Why we open source

We build it. We use it. We share it.

It proves we can ship

A GitHub repo with production deployments is more credible than any case study we could write. Real code, real clients, real infrastructure — visible to anyone who wants to look.

Shared tools create shared understanding

Companies that use our free tools know how we think and build before they ever talk to us. For many it's also their first real look at what practical AI infrastructure feels like to deploy and own.

It's the right thing to do

We built on the shoulders of open source tools: Langgraph, WikiJS, Qdrant, Ansible, Clickhouse, Apache Superset, n8n and others. Everything we ship stands on open source foundations. Contributing back is how that ecosystem stays healthy.

Work with us