Customer complaints get lost in personal email inboxes with no SLA tracking.
Clients escalate to senior executives over simple unresolved tickets.
M-08 · Customer & Service
Multi-channel ticketing with AI classification, vector knowledge search, and SLA tracking
Why the current way breaks
Customer complaints get lost in personal email inboxes with no SLA tracking.
Clients escalate to senior executives over simple unresolved tickets.
What we build
Inbound messages are classified by problem type, urgency, and customer sentiment before assignment.
NLP intent classification, vector semantic search over internal documentation.
Triaged
Every ticket on arrival
Categorized and routed by rule or AI, with a human fallback.
One queue
Email, portal and chat
Nothing answered twice, nothing missed.
We measure your baseline in discovery and report against it. No borrowed percentages.
Automation built in
Inbound customer inquiry is analyzed by AI; high-confidence answers are verified and sent automatically, while edge cases escalate to specialists.
Services
Buy one service or the whole set. Each card links to the page that covers it in depth.
Approach map · Business systems implementation
Open any stage to see what we do, what you receive and what we need from you.
We sit with the people doing the work and map how orders, stock and money actually move today, including the spreadsheets nobody mentions in the first meeting.
Critical spreadsheets that management does not know staff rely on.
We design the data model, roles, approval rules and integrations on paper before anything is configured.
Sales and warehouse asking for conflicting things mid-build.
We provision environments, configure the standard modules to the blueprint, and build any approved extensions.
Configuration drifting away from what was agreed in the blueprint.
We extract customers, vendors, products and balances from your current tools, remove duplicates and load trial datasets you can check.
Bad legacy data being carried into the new system on day one.
We connect the system to the tools that stay: banks, e-commerce stores, payroll, shipping and anything else agreed in the blueprint.
Silent sync failures that nobody notices until month-end.
Your staff test real scenarios in staging and learn the system role by role, with recorded guides they can return to.
Staff meeting the system for the first time on go-live day.
We freeze the old system, move the final changes across, verify opening balances and switch over, usually across a weekend.
Downtime during trading hours.
The team that built the system stays on it after go-live: fixing issues on the day they surface, adjusting screens staff struggle with, and sitting with finance through the first month-end close.
Early friction pushing staff back to the old spreadsheets.
With clean data in one system, we automate the repetitive work around it: invoice capture, reorder drafts, approval routing and alerts.
The new system settling into a passive record-keeping tool.
Supported platforms
Hardware & ecosystem connectivity
Barcode & RFID
Zebra, Honeywell, GS1-128 scanners
Shipping & logistics
FedEx, UPS, DHL, ShipStation
Payments
Stripe, Razorpay, Adyen, ACH & SEPA
Messaging
WhatsApp Business API, SMS, email
Commerce
Shopify, WooCommerce
Event streaming
Apache Kafka, RabbitMQ, Redis
Identity & SSO
Okta, Entra ID, OAuth 2.0, SAML 2.0
Document AI
Claude, OCR engines, form recognizers
For the technical evaluator
Data model and deployment guardrailsData model & schema
Ticket, Team, SLA Policy, Rating, Stage, Message thread.
Migration & cutover
Import of historical Zendesk/Freshdesk tickets and knowledgebase markdown articles.
API surface & webhooks
Email ingestion IMAP/SMTP webhooks, WhatsApp Business API, livechat widget.
Deployment & hosting
Cloud SaaS or private server instance with vector database.
Client work · published with client consent
Read how we ran real projects: the problem, the system we built and what changed, each published with the client's written consent.
FAQ
Cost, timeline, data migration and what we need from your team, answered plainly.
Ask us directlyNo. We enforce strict confidence thresholds and guardrails: if confidence is below 85%, the draft is held for a human specialist rather than auto-sent.
For a connected business
Next step
Book a 30-minute consultation, or start the configurator with this module already selected.
First call: 30 minutes · A senior consultant, not a sales rep