sumit sazal deb®
APPLIED AI RESEARCH & SME BENCHMARKSLONDON / EST. 2026
THE OPERATOR’S RESEARCH LAB

Empirical Data.
Practical AI.
Measurable Output.

Research for operators, not research for the shelf. We study enquiry handling, automation adoption, founder dependency and what changes when better systems meet better human support.

01 / AI ADOPTION02 / WORKFORCE LEVERAGE03 / REVENUE RETENTION
01 / BENCHMARK REPORTS & WHITE PAPERS

Research built for
real-world decisions.

Methods first. Evidence next.
Download the study protocols and see exactly what we plan to measure.

PUBLICATION STATUS

2026 research programme in development. Download our study protocols and practical models. Sample sizes shown are recruitment targets for planned studies.

VR-2026-002 / COMPARATIVE STUDYPROTOCOL v1.0
10,000CALLS
PLANNED SAMPLE

Voice AI vs. Human Front Desk:
10,000 Call Analysis

A proposed comparison of speed-to-lead, qualification accuracy, appointment show-rates, and customer satisfaction across AI and human front desks.

Voice AIConversion
Download Free PDF PDF / Study protocol
VR-2026-003 / WORKFORCE ECONOMICSMODEL v1.0
ROITIME × VALUE
MINUS TOTAL COST

The Buyback Staffing Model:
Measuring ROI on Offshore Talent

An economic modeling framework for the transition from freelance marketplaces to managed, daily-monitored remote staffing.

DelegationUnit economics
Download Free PDF PDF / Modeling paper
02 / AUTOMATION MATURITY SCORECARD

Where is Your Business
Leaking Time & Revenue?

Complete our 2-minute diagnostic assessment to receive a customized score and actionable blueprint to automate your operations.

03 QUESTIONSNO EMAIL REQUIREDINSTANT RESULTS

An indicative self-assessment, not a validated benchmark or a revenue-loss estimate. Each question contributes equally to a score out of 100.

DIAGNOSTIC / v1.00 / 3 ANSWERED
01How do you currently handle inbound phone calls when your team is busy?
02How quickly do quotes and proposals get followed up?
03How many hours per week does leadership spend on repeatable administrative tasks?
03 / FRAMEWORK REPOSITORY

From diagnosis
to implementation.

Practical architectures for everyday operational bottlenecks. Open a blueprint to explore its sequence and controls.

ARCHITECTURE / 01

The Zero-Missed-Call Architecture

+

Twilio + Vapi + WebVortex CRM. A proposed design for continuous enquiry capture; the title is an operational goal, not a guarantee of uptime.

Inbound callAI or human intakeCRM recordOwner & next action
  1. Route unanswered calls into a supported voice intake path.
  2. Capture contact details, intent, location and the customer’s preferred next step.
  3. Create or update the CRM record and assign a human owner.
  4. Escalate uncertainty, sensitive requests and service failures to a human; test a fallback route.

Measure: capture rate, failed handoffs, qualification accuracy and time to human response.

Technical references: Twilio Voice · Vapi documentation

FOLLOW-UP / 02

The 3-Tier Quote Chase Sequence

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A proposed multi-channel cadence for active quotes. Start with the customer’s agreed communication preferences and stop automatically on reply, acceptance, rejection or opt-out.

24 HOURS

Confirm receipt.

Check that the quote arrived and offer to clarify scope or timing.

3 DAYS

Resolve friction.

Ask what information the customer needs to make a decision.

7 DAYS

Close the loop.

Confirm whether to proceed, revise the quote or close the opportunity.

Measure: reply rate, quote-to-job conversion, opt-outs and gross contribution per won job. This cadence is a starting hypothesis, not a proven optimum.

WORKFORCE / 03

The 5-Level Delegation Ladder

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Progress from repeatable tasks to accountable operational ownership. Advancement should follow demonstrated quality and clear decision rights.

01 / Admin02 / Support03 / Marketing04 / Sales05 / Ops
  1. Admin: document tasks, define the output and review a small batch.
  2. Support: give a knowledge base and a clear escalation boundary.
  3. Marketing: define audience, approvals and a measurable campaign objective.
  4. Sales: set qualification criteria, handoff rules and pricing authority.
  5. Ops: delegate recurring decisions with a dashboard and weekly review.

Measure: net founder hours recovered, rework time, service quality and total loaded cost.

04 / ABOUT THE LAB

Less speculation.
More operational evidence.

Vertex Research is powered by SJ Vertex Group Ltd. Our mission is to replace theoretical AI hype with empirical operational playbooks.

Contact the Research Team
01 / TRANSPARENCY

Separate plans from findings.

Planned studies, models and completed analyses carry distinct publication labels. Sample targets are never presented as collected data.

02 / METHODOLOGY

Make the method inspectable.

Publish definitions, inclusion criteria, assumptions and limitations alongside any future findings.

03 / AFFILIATION

Disclose the commercial context.

The lab is part of SJ Vertex Group, whose ventures include AI automation and managed staffing. Research is group-funded; institutional independence is not claimed.

REFERENCE DESK
01 / PUBLIC DATAUK Business Population Estimates 202502 / TECHNICAL DOCUMENTATIONTwilio Programmable Voice03 / TECHNICAL DOCUMENTATIONVapi Documentation

Background and technical references. These sources do not substantiate findings from our planned studies.

FOR MULTI-LOCATION CLINIC OWNERS

Practical tools for
a joined-up group.

Start with your process, then decide what the team and technology need to do.

Discuss a clinic-group operational review · Read the wider UK business automation guide

LET’S CONNECT

Start a useful conversation.

Choose the best way to connect about your business, a partnership or an event.

WhatsApp · +44 7518 885458Book a WebVortex consultation

Calendar booking opens the existing WebVortex business calendar.

Speaking & PodcastsStrategic Partnerships