Industries
Technology shaped around how your sector works.
The same AI model can be useful or useless depending on the workflow around it. We start with the specific challenges of your industry.
Startups & SaaS
Ship your product sooner and add AI features customers actually use, without first hiring a large engineering team.
Common challenges
- An MVP that has to reach real users before runway runs out
- Customers asking for AI features that are hard to make reliable
- Early technical shortcuts that slow down every release that follows
What we build
- 01
MVP & product engineering
Production-ready first releases with clean architecture, tests and CI you can keep building on.
- 02
AI inside your product
Assistants, smart search and automation built into your SaaS, with evaluation so quality is measurable.
- 03
Scale-ready foundations
Auth, billing, multi-tenancy, monitoring and cost controls set up properly from the start.
Real Estate
Respond to every enquiry in minutes, qualify buyers consistently and give channel partners the information they need.
Common challenges
- Hundreds of portal and ad enquiries with slow, inconsistent follow-up
- Sales teams spending time on unqualified leads
- Project details, pricing and availability scattered across brochures and spreadsheets
What we build
- 01
AI enquiry assistant
Answers project questions on WhatsApp and web, 24/7, from approved project data.
- 02
Lead qualification
Scores budget, timeline and intent, then books site visits for qualified buyers.
- 03
Inventory & CRM sync
Live unit availability connected to your CRM and partner portal.
Education
Handle admission enquiries at scale, personalise learning support and reduce administrative work for teachers.
Common challenges
- Admission season brings more enquiries than counsellors can handle
- Teachers spend hours on administration instead of teaching
- Little visibility into which students are at risk of dropping out
What we build
- 01
Admissions assistant
Answers course, fee and schedule questions and books counselling calls.
- 02
Learning support tools
Doubt-solving and practice tools grounded in your own course material.
- 03
Student analytics
Attendance, performance and engagement in one view, with early-warning signals.
Manufacturing
Digitise shop-floor records, connect production with sales and catch quality and supply issues earlier.
Common challenges
- Production and quality data recorded on paper or disconnected spreadsheets
- Limited real-time visibility into orders, inventory and machine status
- Purchase orders and supplier documents processed by hand
What we build
- 01
Digital production logs
Tablet-friendly forms replacing paper registers, with data flowing to dashboards.
- 02
Document automation
Extract data from purchase orders, invoices and delivery challans automatically.
- 03
Operations dashboards
Order status, inventory levels and output trends updated throughout the day.
Retail & E-commerce
Help customers find the right product, answer order questions instantly and keep inventory in sync across channels.
Common challenges
- Repetitive 'where is my order' and return queries overwhelm support
- Inventory mismatches between store, website and marketplaces
- Customers can't find products with basic keyword search
What we build
- 01
AI customer support
Resolves order, return and delivery questions, handing complex cases to your team.
- 02
Smart product search
Search that understands what customers mean, not just what they type.
- 03
Inventory integration
One source of truth for stock across every sales channel.
Professional Services
Spend less time on documents and admin and more time on client work — without compromising confidentiality.
Common challenges
- Expertise locked in past documents that are hard to search
- Proposal and report drafting takes hours of senior time
- Client onboarding involves repetitive data collection
What we build
- 01
Private knowledge search
Search and question your firm's documents with access controls respected.
- 02
Drafting assistance
First drafts of proposals and reports from templates and past work, reviewed by your team.
- 03
Client onboarding flows
Digital intake forms and document collection that feed directly into your systems.
Don't see your industry?
The underlying problems — slow follow-up, manual data entry, scattered knowledge — show up everywhere. Let's talk about yours.