Building Autonomous
Enterprise.

Deterministic AI agents that continuously track KPIs, diagnose root causes, and execute the next best action — without hallucination.

Why It Matters

Your data is rich.
Your decisions shouldn’t wait.

Most organisations generate more operational data today than at any point in history. Yet the majority waits — in historian systems, ERP modules, and dashboards — for someone to interpret it.

01
The Dashboard Trap

Organisations invest heavily in BI tools that nobody acts on. Low adoption, high overhead, and zero measurable business impact. Data is visible — but intelligence is absent.

02
The Analysis Bottleneck

Every significant decision passes through a manager who must gather data, build context, and make a call — manually. As operations scale, this bottleneck compounds into days of lost time.

03
The Disconnected Enterprise

ERP, MES, LIMS, and operational platforms run in silos. No unified intelligence layer connects business signals to decisions — and no one owns the gap.

How QBC Delivers
One platform. Every data source. Decisions at the speed of thought.
🔌
Universal Data Connectivity
Connect SQL, NoSQL, REST APIs, and cloud data warehouses in one governed platform — no data movement, no duplication, no lag.
📊
Dashboards Without a Warehouse
Build live dashboards directly on your source systems. No ETL pipeline, no staging layer, no delay between reality and insight.
💬
Natural Language to Query
Ask business questions in plain English. Get answers backed by the actual underlying query — transparent, auditable, and trustworthy.
🤖
Embedded AI & Analytics
Deploy dashboards, AI assistants, and analytics directly inside your existing application — no context switching for your teams.
📄
Chat Across All Your Data
Converse with documents, spreadsheets, PDFs, and live operational data from a single interface — one agent, every source.
🔒
Governed & Secure by Design
Sensitive data stays private with cloud, hybrid, or self-hosted deployment. Multi-tenant isolation and full audit trails built in from day one.
The Result
Faster decisions. Automatic execution. Measurable business outcomes — without moving your data anywhere.

What We Offer

Three ways we deliver
intelligence that acts.

🛣
Advisory
STRATEGIC ROADMAP DEVELOPMENT

We map your AS-IS operations and design the TO-BE workflows before a single agent gets built.

🤖
Products: AI Agents
STRATEGY · SALES · BFSI · MANUFACTURING

Deployable agents for Strategic Action Intelligence, Production Scheduler, and Sales Yield Maximizer.

🔧
Services
BUILD CUSTOM AI AGENTS

Purpose-built, deterministic agents engineered around your data architecture and business rules.

Platform Capabilities

Agents by Industry.
Purpose-built. Ready to act.

Each agent is tenant-scoped and governed by role-based access controls. Every action is logged for full auditability. High-impact decisions require human authorisation before execution — the speed of autonomous intelligence with the control your operations demand.

🏠 BFSI — Loans & Mortgages
01
Sales Yield Maximiser
BFSI · Loans & Mortgages

Autonomously maximises revenue from your loan and mortgage pipeline by identifying high-conversion leads, guiding deal progression, and scoring resource allocation in real time.

Autonomous Actions
  • Conversion Maximisation — prioritises leads most likely to close
  • Proactive Deal Guidance — surfaces next-best actions at each pipeline stage
  • Resource Optimisation Scoring — allocates team effort to highest-yield opportunities
🔒Gate: Outreach and deal actions require RM approval
⚙ Manufacturing
02
Production Planner
Manufacturing · Goal-Seeking

Optimises production scheduling across resources, capacity, and floor constraints — adapting dynamically as conditions change without waiting for manual replanning.

Autonomous Actions
  • Resource Capacity Analysis — maps available labour, machines, and materials
  • On-Demand Scheduler — generates optimised production runs in real time
  • Dynamic Floor Adaptation — adjusts schedules live when disruptions occur
🔒Gate: Schedule changes above threshold require planner sign-off
03
Energy Intelligence
Manufacturing · Demand-Aware

Aligns consumption with tariff windows and carbon targets. Identifies load-shifting opportunities before peak windows, flags waste by asset and zone in real time.

Autonomous Actions
  • Recommends load-shifting strategies
  • Identifies energy waste by asset
  • Generates sustainability reports
  • Monitors carbon KPI compliance
🔒Gate: Load-shift commands require authorisation
04
Quality Guard
Manufacturing · Reactive · Batch

Watches every batch against specification in real time. On SPC breach or out-of-spec result, quarantines and traces root cause before a quality manager opens their screen.

Autonomous Actions
  • Quarantines non-conforming batches
  • Traces root cause upstream
  • Generates full SPC reports
  • Escalates to QA automatically
🔒Gate: Quarantine confirmation before hold enforced
🔐
Tenant-Scoped

Each agent operates exclusively within your data environment. No cross-tenant data access, ever.

📋
Fully Auditable

Every action, recommendation, and decision logged to a persistent audit trail. Complete traceability from trigger to outcome.

👤
Human-in-the-Loop

High-impact actions don’t execute without authorisation. You define the thresholds. The agents respect them.

Our Approach

Seven disciplined steps from
AS-IS reality to execution.

Seven disciplined steps from AS-IS reality to a governed, ROI-ranked execution plan.

01
AS-IS Workflow Documentation

Maps current workflows, steps, and individual tasks.

02
AS-IS Optimization

Improves existing workflows before introducing automation.

03
Qualifying Matrix

Scores manual interventions by frequency, effort, and data quality.

04
Executable Project List

Details projects against clear quantitative and qualitative metrics.

05
ROI Matrix

Outlines project-level investment, business impact, and expected returns.

06
TO-BE Workflows

Designs optimized future-state workflows, steps, and tasks.

07
Implementation Roadmap

Plots the timeline and execution phases for proposed projects.

Outcome
A governed, executable roadmap ranked by ROI, ready to execute.

Industries We Serve

Built for the complexity of
industrial operations

Designed for asset-intensive, data-rich environments where the cost of a wrong decision is measured in downtime, waste, and safety risk — not just revenue.

📦
Printing & Packaging

Production planning, quality inspection automation, and waste reduction through AI-driven scheduling and real-time defect detection on high-speed print and packaging lines.

🏢
Banking & Finance

AI agents for loan pipeline management, sales yield optimisation, and risk-aware deal guidance — driving conversion and revenue across retail and commercial banking operations.

📄
Insurance

Intelligent underwriting support, claims triage automation, and proactive customer engagement agents that reduce cycle time and improve portfolio performance.

Mining & Minerals

Multi-site IIoT across active mines and processing plants. Distributed sensor networks to AI-driven production intelligence across India and Southeast Asia.

🏭
Cement & Building Materials

Kiln optimisation, raw material variability management, alternative fuel blending, and autonomous quality control. Significant energy and emissions reduction through GenAI-powered process optimisation.

Discrete Manufacturing

End-to-end IIoT covering OEE monitoring, predictive maintenance, quality traceability, and connected shop floor management with SAP S/4HANA and MES integration.

Proven Impact

Real results.
Basis prior engagements.

30%+
Operational impact as % of production value
Basis prior similar engagements
−80%
Reduction in unplanned downtime
Maintenance-intensive manufacturing operations
8–12%
Working capital released
Through predictive material planning
Improved Productivity

Better planning, material availability, and proactive decision-making. Higher output per labour hour, significantly reduced idle time and production loss.

Lower Operational Costs

Automation, energy optimisation, and leaner workflows deliver direct and compounding savings in labour, energy, and materials.

Optimised Working Capital

Predictive material planning and intelligent stock management release 8–12% of working capital that would otherwise sit as buffer inventory.

Figures based on prior engagements in industrial manufacturing. Actual outcomes depend on operational context and engagement scope.

Why QBC

Deep expertise.
End-to-end ownership.

Most consultants hand you a roadmap and leave. Most vendors hand you a platform and leave. QBC does neither.

“QBC enables organisations to achieve operational excellence, world-class quality, and maximum equipment uptime — through a connected digital architecture that delivers measurable and sustained ROI.”
01
20+ Years Per Team Member

Deep cross-disciplinary expertise spanning industrial consulting, process engineering, data strategy, AI architecture, and enterprise finance. We understand both the OT environment and the boardroom.

02
Strategy + Implementation + Monitoring

We define your roadmap, deploy the technology, integrate your data, train your teams, and monitor until results are measurably achieved. One partner. End-to-end accountability.

03
Custom Solutions, Not Off-the-Shelf

Every engagement designed around your plant, your constraints, your data maturity, and your growth ambitions. We build around your operations — not the other way around.

04
Fully Connected Architecture

Operations, quality, maintenance, inventory, and finance — all integrated for seamless visibility and decision-making from shop floor to C-suite.

05
Designed for ROI

Every architecture decision evaluated against its cost profile and expected return. Our engagements target positive ROI within 12 months with measurable milestones at every phase.

Technology Partner

Powered by Lemmata

Lemmata
Palo Alto · Enterprise Intelligence Platform

Lemmata unifies traditional Business Intelligence and AI agents on a single governed data foundation — enabling organisations to move beyond static dashboards by embedding purpose-built AI agents directly within the analytics environment.

Through our partnership, QBC helps organisations design, deploy, and operationalise AI agents aligned with their business processes, data architecture, and strategic objectives.

01
Continuous Data Analysis

Agents continuously analyse enterprise data, detecting patterns and anomalies across your full data landscape in real time.

02
Actionable Recommendations

Move from static reporting to dynamic, purpose-built recommendations that support faster, data-driven decisions at every level.

03
Unified Architecture

Reporting, analytics, and AI intelligence on a single governed foundation — eliminating fragmented analytics workflows entirely.

04
Reduced Decision Latency

Dramatically reduce the time between a business event and the action taken — across every department and tier of leadership.

The Team

A focused team of
deep specialists

Three co-founders. Collectively bringing 18–20+ years of expertise each, across industrial operations, AI, data engineering, sales, and strategic consulting. Small by design. Accountable by commitment.

Ankit Saboo
Ankit Saboo
Co-Founder · Sales & CX

20+ years specialising in greenfield turnkey projects under BOT format — solving complex industrial challenges in cement, mineral processing, and sustainable energy.

CementMineral ProcessingBOT Projects
Manish Upadhyay
Manish Upadhyay
Co-Founder · Analytics & AI

18+ years of expertise in building enterprise-scale AI Ready Data Engineering, Technical Architecture, and AI solutions. Specialises in designing high-performance data pipelines and multi-tenant governance models that bridge the gap between complex industrial telemetry and executive-level insights.

Data & AIDeep LearningAnalytics
Sukhdeep Singh Pannu
Sukhdeep Singh Pannu
Co-Founder · Strategy & Product

20+ years in data, analytics, and fintech — leading operations, driving transformation, building analytics teams, and advising startups on strategic growth.

StrategyFintechProduct

Ready to move from
insight to action?

Whether you are exploring Agentic AI, building an IIoT foundation, or transforming a specific operational challenge — the conversation starts here.

Or write to us directly
hello@quantbeforecoffee.com
We typically respond within
24 hours
Based in
India · Serving globally

We work with a focused number of clients at any time to ensure delivery quality. If you are evaluating partners, let’s talk early.