VS/AI
03Built from real project use
Content · segmentation · retention

Content & Lifecycle Campaign Engine

Connects content production with segmented customer journeys, turning one campaign strategy into acquisition, nurture and retention assets.

01The problem it solves

Content and CRM are often separate workflows, so useful campaign ideas fail to become coordinated landing pages, email journeys and measurable retention actions.

02What it does
  • Turns campaign strategy into gated, organic and lifecycle content.
  • Builds segment-specific welcome, nurture, cart and win-back journeys.
  • Schedules messages using consent, frequency and timezone rules.
  • Evaluates the complete customer journey rather than single messages.
Who built it

Built and adapted by Vipul Sharma to connect content production with email and customer journeys.

What you give it

Manual input or
automatic data.

Information can be entered by a marketer, uploaded as a file or collected automatically through an approved connection.

01
Campaign strategyEntered or loaded from the campaign engine

Audience, messages, offer, channel plan and conversion goal.

02
Customer dataAutomatic connection or file upload

Customer stage, purchases, behaviour and marketing permission.

03
Product informationUploaded or saved once

Benefits, proof, FAQs, stock information and allowed claims.

04
Journey rulesEntered by a marketer

Triggers, exclusions, message limits, timing and success events.

What the system checks
  • Customer lifecycle stage and intent
  • Content gaps across the decision journey
  • Engagement, purchase and lapse signals
  • Offer eligibility and suppression rules
  • SEO intent and distribution opportunity
  • Message sequence and fatigue
How it works

From input
to useful output.

01Strategy→
02Segment→
03Map journey→
04Produce→
05Schedule→
06Evaluate→
07Approve→
08Learn
Customer model

Shared profiles and events create stable lifecycle segments.

Content

Reusable generators create landing, blog, email and gated assets.

Journey

Triggers, waits, branches and suppression policies control delivery.

Measurement

Events connect content and messages to customer movement.

Gate

Consent, claims and human approval checks precede activation.

What you get back

Files, reports
and next actions.

System outputs
  • Content strategy and calendar
  • Gated-content package
  • SEO article and distribution brief
  • Campaign landing page
  • Five-email welcome or nurture sequence
  • Three customer segments
  • Win-back journey
  • Content-quality score
What it needs to run

Core tools and
outside connections.

Required connections are needed for the main workflow. Optional connections can be replaced with uploaded files or sample data.

Content
  • Python / TypeScript services
  • Structured prompts
  • Template renderer
  • SEO checks
Lifecycle
  • Customer-event model
  • Segment rules
  • Journey state
  • Suppression logic
Quality
  • Content evaluation
  • Consent checks
  • A/B plan
  • Approval workflow
Outside connectionIs it needed?What it is used for
CRM / HubSpotOptional

Contacts, properties, lists and draft workflow delivery.

Commerce platformOptional

Orders, carts, products and customer lifecycle events.

Email providerOptional

Draft or approved journey activation.

AnalyticsOptional

Conversion and lifecycle event measurement.

LLM providerRequired

Structured content generation and evaluation.

How output is checked
  • Segment and trigger correctness
  • Consent and suppression compliance
  • Brand and factual alignment
  • Sequence continuity
  • CTA and landing-page match
  • A/B hypothesis quality
What it will not do on its own
  • Consent-aware by design
  • Frequency and timezone limits
  • Draft-first external delivery
  • Human approval for journey activation
Metrics it tracks
  • Lead-to-customer rate
  • First-order conversion
  • Repeat purchase
  • Unsubscribe rate
  • Win-back rate
Public-safe examples

What a recruiter
can inspect here.

Real client dashboards and campaign screenshots are not published because of NDA restrictions. These views use fictional or recreated data.

Segments03

First-time · Returning · Lapsed

Consent and offer eligibility applied.

Journey05 emails

From welcome to replenishment

Two offer paths with frequency controls.

Segment builderJourney mapEmail sequenceLifecycle scorecard
Applications

Where this system
was applied.

Public application

Shelizaan

Canadian B2B, retail and multi-location commerce

Content, customer segments, email journeys and win-back campaigns.

Public application

Just Kiddin

Indoor playground and family-entertainment company

Website content, lead follow-up, email and customer communication.

Public application

Petpooja

Restaurant technology and SaaS

Gated content, landing pages and lead-nurture campaigns.

Public application

Sagar Kathrotiya Show

YouTube and regional-media project

Content packages, distribution plans and audience communication.

Project names are public. Client screenshots, private data and confidential campaign outputs are not shown because of NDA restrictions.