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IntegrateWise — Industries & Roles
Where the Adaptive System applies. Same Spine, with distinct Operational Workbench, Twin Workbench, and Memory View surfaces.
Different schema, different connectors, different lens.
12 Role/Department Projection Configurations
Department is projection context, not a database boundary. Role, department and
industry select visible entities, priority fields, KPIs, connectors,
capabilities and views from one tenant-level entity model.
| Department | Who Works Here | What They Manage |
|---|---|---|
| Customer Success | CSMs, Account Managers, Relationship Managers | Accounts, health scores, renewals, risk registers, success plans, engagement |
| Sales | AEs, SDRs, Sales Managers | Deals, pipeline, opportunities, leads, quotes, sequences, call logs |
| Marketing | Demand Gen, Content, Growth | Campaigns, audiences, email, social, attribution, landing pages |
| RevOps | Revenue Ops, Sales Ops, GTM Ops | Quotas, forecasts, territories, comp plans, revenue metrics, segments |
| Product & Engineering | PMs, Engineers, TPMs | Features, bugs, sprints, releases, roadmap, incidents, deployments |
| Finance | CFOs, Controllers, FP&A | Invoices, payments, expenses, budgets, revenue entries, tax, reports |
| Support | Support Agents, Support Managers | Tickets, CSAT, SLA policies, escalations, queues, knowledge articles |
| IT Admin | IT Managers, SysAdmins, Security | Systems, devices, users, change requests, vulnerabilities, certificates, licenses |
| BizOps | COOs, Ops Leads, Chiefs of Staff | Activities, workflows, OKRs, cross-department initiatives, ops metrics |
| Procurement | Procurement Managers, Buyers | Purchase orders, spend categories, savings initiatives, approvals, compliance |
| Education | Teachers, Coordinators, Principals | Courses, assignments, grades, attendance, discussions, interventions |
| Personal | Everyone | Calendar events, bookmarks, daily reflections, notes |
11 Industry Overlays
Each overlay changes vocabulary, fields, KPIs, recommended connectors and
projection composition without creating another physical schema. A CS manager
in Healthcare sees the healthcare-relevant projection of the same tenant Spine.
| Industry | What It Adds | Example Roles |
|---|---|---|
| SaaS / Technology | Subscription metrics, API usage, feature adoption, churn signals | CSMs at SaaS companies, PMs, RevOps |
| Healthcare | Patient records, claims, provider data, compliance | Clinic managers, hospital admins, health tech CSMs |
| Manufacturing | Production orders, inventory, quality, supply chain | Plant managers, operations leads, distributors |
| Automotive | Dealer networks, service records, fleet management | Dealer managers, service advisors, fleet operators |
| Logistics | Shipments, routes, warehouse, delivery tracking | Logistics managers, fleet coordinators, 3PL operators |
| Retail | Orders, inventory, customer loyalty, POS data | Store managers, retail business owners, e-commerce operators |
| Financial Services | Portfolios, compliance, risk, client advisory | CAs, accountants, wealth managers, compliance officers |
| Media & Entertainment | Content, campaigns, audience, licensing | Content managers, media planners, licensing teams |
| Public Sector | Citizens, services, compliance, governance | Government administrators, public service managers |
| Education | Students, courses, grades, attendance, interventions | Teachers, principals, coordinators, coaching institutes |
| Professional Services | Engagements, timesheets, clients, deliverables | Consultants, lawyers, agency owners, freelancers |
Roles by Surface
Account Success — Who Uses It
| Role | What They See | What the Twin Does for Them |
|---|---|---|
| CSM / Account Manager | Account cards, health scores, renewal dates, open issues, unified timeline | "Acme usage dropped 42%, renewal in 45 days. Schedule intervention." |
| CA / Accountant | Client list, pending filings, invoice status, compliance deadlines | "Client GST filing overdue, no response in 3 weeks. Follow up." |
| Agency Account Director | Client projects, deliverables, satisfaction scores, revenue per client | "Client satisfaction dropped after last delivery. Review scope." |
| Hotel / Property Manager | Guest satisfaction, bookings, complaints, revenue per property | "Guest complaints up 40% this month. 3 repeat issues." |
| Freelancer | Active clients, invoices, hours logged, deadlines | "Invoice overdue 15 days, no response. Send reminder." |
| Real Estate Manager | Lease status, tenant payments, maintenance requests, renewals | "Lease renewal in 30 days, 2 open complaints. Address before renewal." |
| School Principal / Coordinator | Student attendance, grades, parent engagement, at-risk flags | "Student attendance below 60%. Intervention recommended." |
| Clinic Manager | Patient visits, follow-ups, satisfaction, appointment scheduling | "3 patients missed follow-ups this week. Reschedule." |
| CS Director / VP CS | Portfolio health heatmap, team performance, segment analysis, renewal calendar | "Enterprise segment health dropped 8% this quarter. 3 accounts need attention." |
| CRO / Chief Customer Officer | Retention forecast, revenue at risk, board metrics, executive escalations | "Predicted retention: 91%. $2.1M at risk across 4 accounts." |
Business Ops — Who Uses It
| Role | What They See | What the Twin Does for Them |
|---|---|---|
| Founder (10-50 person company) | Revenue, pipeline, clients, tasks, AI insights — one dashboard | "3 things need your attention today: revenue dip, support spike, hire gap." |
| CEO | Revenue trajectory, key account health, strategic objectives, OKR progress | "Top 3 accounts by value show declining engagement. Schedule check-ins." |
| COO | Operational efficiency, resolution times, team utilization, cross-department initiatives | "Onboarding time increased 22%. Bottleneck is setup stage." |
| CIO / CTO | Integration health, data quality, system reliability, connector sync status | "CRM connector has 12% field mapping failures. Review normalizer config." |
| Retail Business Owner | Daily sales, payments received, credit outstanding, deliveries | "Regular customer hasn't ordered in 30 days. Reach out." |
| Distributor / Wholesaler | Dealer orders, inventory, routes, payment collections | "Dealer order volume down 40%. 3 dealers overdue on payments." |
| Agency Owner | Client projects, team capacity, revenue per client, deadlines | "Team at 120% capacity. Prioritize hiring before taking new clients." |
| Operations Manager | Active workflows, bottleneck detection, process cycle times | "Approval workflow stuck — 5 items pending for 3+ days." |
Personal Space — Who Uses It
| Role | What They See | What the Twin Does for Them |
|---|---|---|
| Everyone | Morning briefing, tasks, calendar, notes, knowledge hub, bookmarks | "3 emails need replies. 2 tasks due today. 5 Slack threads to catch up on." |
| Founder (personal mode) | Daily briefing, project tracking, decision journal | "You made 3 strategic decisions this week. Review before Friday." |
| Knowledge Worker | Verified memories, triage inbox, AI session history, topic search | "12 new knowledge entries pending your review." |
| Freelancer (personal mode) | Client list, invoices, hours, learning goals, relationship map | "You haven't spoken to [contact] in 90 days. They were a warm lead." |
Industry × Connector Examples
Same Spine, different connectors. The schema + connectors determine what User Workbench projections look like.
| Industry | Typical Connectors | What the Workspace Shows |
|---|---|---|
| SaaS B2B | Salesforce + Zendesk + Stripe + Amplitude + Slack | Accounts with ARR, health scores, usage trends, support tickets, renewal dates |
| Financial / CA | Tally + WhatsApp + Razorpay + Google Sheets + Calendar | Clients with filing deadlines, invoice status, compliance, last meeting |
| Hospitality | PMS + Booking.com + WhatsApp + POS | Guests with satisfaction scores, booking frequency, complaints, revenue |
| Retail SMB | WhatsApp + Tally + Razorpay + Shiprocket | Customers with order history, credit outstanding, delivery status, payment status |
| Education | ClassPlus + WhatsApp + Google Sheets + Calendar | Students with attendance, grades, parent engagement, intervention flags |
| E-commerce | Shopify + Stripe + Shiprocket + WhatsApp | Orders, customers, inventory, shipment tracking, returns |
| Manufacturing | IndiaMART + Tally + WhatsApp + Logistics partner | Dealers, orders, inventory, production, payment collections |
| Professional Services | HubSpot + Slack + Stripe + Google Drive + Calendar | Clients, engagements, timesheets, invoices, deliverables |
| UAE FZE | WhatsApp + Zoho Books + Stripe + PayTabs | Clients, invoices, VAT tracking, trade license expiry, visa renewals |
| Real Estate | NoBroker + WhatsApp + Razorpay + Calendar | Listings, leads, tenants, viewings, lease renewals, maintenance |
| Healthcare | Practo + WhatsApp + Calendar + Google Sheets | Patients, appointments, follow-ups, satisfaction, treatment records |
| Agency | HubSpot + Slack + Stripe + Jira + Notion | Clients, projects, team capacity, revenue per client, deliverables |
The Adaptive Point
The system doesn't have 12 different products for 12 departments. It has one product with one Spine that adapts:
- Schema adapts — department + industry selection at onboarding shapes what data enters
- Connectors adapt — different industries connect different tools
- Workspace adapts — views render based on what the Spine holds for that schema
- Twin adapts — insights are contextual to the industry and role
A SaaS CSM and a CA and a hotel manager all use the same system. They see different things because their Spine holds different data, shaped by different schemas, fed by different connectors. The Twin reasons over whatever is there.
Same Adaptive Spine. Same User Workbench substrate. Same Twin Workbench. Different projection and lens.
12 departments. 11 industries. Any role that manages accounts, runs a business, or needs a personal workspace. One system that adapts to all of them.