Business concept: builds and runs applied AI systems that plug into a client’s stack to cut costs, grow revenue, and de-risk operations—with measurable ROI in 90 days

Brand meaning/positioning:“Tri-vidia” = See → Think → Act. Three vectors of intelligence:

1. Perception (ingest + understand data),

2. Reasoning (plan + decide),

3. Execution (automate + measure).

Core service pillars (the “Tri”):

1. Vision – data + knowledge pipelines (ETL, RAG, governance).

2. Decision – optimization, forecasting, and LLM reasoning agents.

3. Action – workflow automations, API/robotic process execution, and closed-loop analytics.

Product possibilities:

Product Suite (modular, mix-and-match)

1) Trividia Atlas (Data & Knowledge Layer)

• Unified Connectors: CRM/ERP, email, calendars, property/asset systems, data warehouses.

• Private RAG: domain ontologies, retrieval tuning, safety/guardrails.

• Metric Store: single source of truth for KPIs and agent feedback loops.

Outcome: cuts analyst hours, enables safe AI across the org.

2) Trividia Agents (Reasoning & Automation)

• Ops Agent: reads tickets, answers, routes, and resolves with SOP compliance.

• Revenue Agent: drafts proposals, sequences outreach, prices quotes, and runs A/Bs.

• Procurement Agent: auto-RFQs, vendor comparison, contract redlines with fallbacks.

• Finance Agent: variance explanations, cash-flow forecasts, close-checklists.

• Compliance Agent: policy QA, audit trails, PII/PHI redaction, SOC/ISO evidence packs.

Outcome: 30–60% task automation with human-in-the-loop review.

3) Trividia Vision (Perception & Prediction)

• Forecasting: demand, churn, occupancy, inventory, and staffing.

• Computer Vision (optional): edge cameras for safety, quality, and utilization analytics.

• Anomaly Radar: spend leaks, fraud, and ops deviations in real time.

Outcome: fewer surprises, better margins.

4) Trividia Studio (Copilots & Interfaces)

• Role-specific Copilots: Sales, Ops, Finance, Marketing, PM.

• DocOps: contract and policy copilots with clause libraries and risk scoring.

• Playbook Builder: one-click SOPs the agents actually follow.

Outcome: faster ramp for teams + consistent execution.

Vertical “Solution Packs” (ready to sell)

• Hospitality/STR: HostIQ (dynamic pricing, guest comms, cleaning scheduling, revenue integrity).

• Real Estate/Dev: EntitleAI (permit research, code checks, meeting minutes → tasks), Investor Insights (LP reporting, cost-seg notes).

• Aviation/Logistics: FleetOps (maintenance prediction, crew scheduling, parts procurement).

• Sports & Events: FanPulse (segmentation, offer optimization, sponsor ROI attribution).

• Professional Services: BriefBot (RFP-to-proposal in hours), TimeGuard (timesheet QA + margin alerts).

How Trividia Engages (GT-M & Pricing)

• Discovery Sprint (2 weeks): data inventory, KPI targets, pilot design. Fixed fee.

• 90-Day Pilot: 1–2 agents + Atlas foundation, tied to a quantified ROI goal.

• Scale Plan: per-agent or per-seat pricing + platform fee; usage-based for API heavy loads.

• Compliance: SOC 2 roadmap, data-residency options, private hosting where needed.

Example KPIs to promise

• Cost: −25–40% handle time in support/back office; −10–15% procurement spend.

• Revenue: +8–20% conversion via pricing/offers; +10–30% upsell attach rates.

• Speed: proposals/contracts in minutes; monthly close days reduced by 30–50%.

Roadmap (first 6 months)

1. Ship Atlas + one Agent per client (land and expand).

2. Add closed-loop metrics to show ROI dashboards.

3. Introduce governed prompt/knowledge management across teams.

4. Launch industry solution packs + channel partners.