01
Conversational Intent Research
Before building campaigns, we identify the conversations that are most commercially relevant to your business.
We map:
- Customer problems
- Purchase triggers
- Product comparisons
- Alternative searches
- Use cases
- Objections
- Decision criteria
- High-intent customer situations
This becomes the foundation of the campaign.
02
Context Hint Strategy
Context hints help OpenAI understand the situations and conversations where your offering may be relevant. They are not traditional exact-match keywords.
Instead of "Accounting software" we may define an intent around:
Small Indian businesses looking for an easier way to create invoices, track expenses and manage basic accounting without adopting a complex ERP.
The objective is to communicate the customer situation as clearly as possible.
03
Campaign & Ad Group Architecture
We break campaigns into commercially meaningful intent clusters instead of placing every use case into one campaign.
For example, a SaaS platform may have separate ad groups for:
- First-time buyers
- Competitor alternatives
- Specific product use cases
- Industry-specific requirements
- Cost-conscious buyers
- Teams replacing manual workflows
Each intent can then receive different messaging, creatives and landing-page experiences.
04
ChatGPT Ad Creative Strategy
ChatGPT is not a traditional display environment. Users are already actively consuming information, so ads need to be relevant rather than disruptive.
We develop multiple creative angles focused on:
- Clear customer benefits
- Specific product use cases
- Problems solved
- Differentiators
- Offers
- Product proof
- Strong landing-page alignment
OpenAI recommends clear, specific and benefit-focused ad copy, along with genuinely different creative variations rather than minor rewrites of the same message.
05
Conversion Tracking & Attribution
A new advertising channel is only useful if you can measure what happens after the click. We help structure measurement around:
Impressions → Clicks → Qualified Visits → Leads / Registrations → Sales → CAC / ROAS
Depending on your setup, this can include:
- OpenAI conversion tracking
- Google Tag Manager
- GA4
- UTM architecture
- CRM tracking
- Lead-quality measurement
- Revenue attribution
Our focus is not simply generating traffic from ChatGPT. It is understanding whether that traffic creates business value.
06
Landing Page & Conversion Optimisation
The conversation that generated the ad opportunity and the page the user lands on should feel connected.
We review and recommend improvements across:
- Value proposition
- Landing-page messaging
- CTA hierarchy
- Social proof
- Conversion friction
- Mobile experience
- Page speed
- Intent-to-page alignment
Where appropriate, we recommend separate landing experiences for materially different customer intents.
07
Campaign Optimisation
Once campaigns begin generating data, we continuously evaluate:
- CTR
- CPC
- CPM
- Conversion rate
- Cost per lead
- Cost per acquisition
- Lead quality
- Intent-level performance
- Creative performance
- Budget efficiency
Budget is then shifted toward the combinations of intent, creative and landing-page experience producing stronger commercial outcomes.