Most B2B sales journeys do not begin with a cold call or an inbound DM on LinkedIn. Most B2B sales journeys begin with a question. For example, a procurement manager might ask ChatGPT which HR software is best suited to his company of 50 employees. An entrepreneur could wonder which accounting solutions work well with Xero. A marketing director could ask how other agencies in Malaysia determine the ROI of their paid social campaigns.
By the time the B2B consumer arrives at your website, he has been doing his research for a while now — and more often than not, his research will take place within the AI platform itself. ChatGPT Ads put your brand inside those conversations, at the exact moment the buyer is evaluating options.
This blog explains how B2B companies in Malaysia can use ChatGPT Ads for lead generation — what to write in your context hints, how to structure your campaign, and which industries are best placed to start now.
Why B2B Is One of the Best Fits for ChatGPT Ads
B2B customers are no longer window shopping; they are making judgments. When an executive is comparing CRMs, they are at the consideration phase. ChatGPT Ads enable you to reach out to them before the shortlisting happens.
This is very different from the typical B2B advertising channels. LinkedIn Ads segment users by their title and seniority level. It is effective for branding, but it cannot help you understand if the person is buying. Google Ads identify the intent behind searches, but B2B search terms are always long-tail and costly. ChatGPT Ads help you understand the intent behind the conversation.
| Signal Type | LinkedIn Ads | Google Ads | ChatGPT Ads |
|---|---|---|---|
| Audience targeting | Job title, industry, company size | Search keyword | Conversation context description |
| Stage of buyer journey | Awareness to consideration | Intent to purchase | Active research and evaluation |
| Typical query type | No query (passive scroll) | Short keyword or brand term | Detailed question or comparison request |
| Cost per click benchmark | High (RM 15–60+) | Medium to high (RM 3–25) | Early-stage, pricing not yet public |
| Best for | Brand reach to known audience | Capturing purchase intent | Reaching buyers mid-research |
For more on how the ads format works technically, see our overview: What Are ChatGPT Ads?
ChatGPT Ads for B2B Lead Generation: How It Works
While e-commerce ads on ChatGPT might contain an image and price, in B2B chat ads your brand will appear as a sponsored text reference — either a brand name or a link to your site that will be inserted into the conversation by ChatGPT. B2B ChatGPT ads look more like search ads because ChatGPT presents your brand in a conversation relevant to your brand's category.
This is how a typical B2B campaign runs:
For example: "What is the best payroll software for Malaysian SMEs?" or "Which digital marketing agency in Malaysia specializes in B2B?"
ChatGPT looks at the conversation and decides whether it is relevant to the description of the conversation you provided (in natural language).
The buyer sees your brand in the context of a relevant answer and clicks the link to your website.
The visitor is already informed and mid-research. Your page should move quickly to a conversion action.
For a broader look at how ChatGPT Ads are performing in 2026, see our post on ChatGPT Ads in Malaysia 2026.
Writing Context Hints for B2B — With Examples by Industry
Context hints are the core of how you target in ChatGPT Ads. Instead of a list of keywords, you write a description of the type of conversation you want your ad to appear in. The description should reflect real research behaviour — the way a buyer would actually frame their question to ChatGPT.
Here are context hint examples for six common B2B verticals in Malaysia:
SaaS & Software
Buyer target: Operations Manager or IT Lead considering tools
Professional Services (Lawyers, Accountants, Consultants)
Buyer target: SME Owner or CFO considering firms
Marketing Agency (B2B Clients)
Buyer target: Marketing Manager or business owner considering agencies
HR & Recruitment
Buyer target: HR Director or SME Owner hiring at scale
Logistics & Supply Chain
Buyer target: Operations Manager or e-commerce brand seeking logistic solutions
Financial Services (B2B)
Buyer target: CFO or business owner seeking financing solutions
The key idea behind each context hint is to try to capture the mindset and context of research of the target buyer, rather than describing your product. The more your context hint reflects the real-life buyer's dialogue, the better will be the targeting results.
The B2B Landing Page — What Changes for ChatGPT Traffic
ChatGPT visitors arrive differently from cold traffic. They have already articulated their problem to an AI tool, received an initial response, and chosen to click your link. They are further along than someone who clicked a display ad. Your landing page needs to reflect that.
| Element | Generic B2B Landing Page | Optimised for ChatGPT Traffic |
|---|---|---|
| Headline | "We Help Businesses Grow" | Specific outcome: "Payroll software built for Malaysian SMEs — from RM 99/month" |
| Above the fold | Hero banner with tagline | Solution statement + primary CTA within first scroll |
| Social proof | Logo strip at bottom of page | Client logos or case study stat near the top |
| Content depth | Feature list | Outcome-focused benefits with one proof point per benefit |
| Conversion action | Contact form (7+ fields) | Short form (name, email, company) or calendar booking link |
| What to avoid | — | Redirecting to the homepage; asking too many qualification questions upfront |
Opening statement: One sentence describing what you do and who it is for — no jargon.
Social proof block: 2–3 client logos, one testimonial, or a specific result ("47 leads in 30 days for a logistics client").
What you offer: 3–5 outcome statements, not feature descriptions.
How it works: 3-step process in plain language — removes uncertainty for mid-funnel visitors.
Conversion action: Short form or Calendly link — one action, prominently placed.
How to Structure a B2B ChatGPT Ads Campaign
B2B campaigns in ChatGPT Ads follow the same general setup as other campaign types, but the decisions around context hints, landing pages, and conversion goals are different from e-commerce. Here is how to approach the setup:
While B2B can involve many decision-makers, your first ChatGPT Ads campaign should focus on one decision-maker only — for instance, the HR Director but not the HR Director, CEO, and finance manager together. Context clues targeting narrow context perform better than broad context.
Each context clue needs to describe another perspective of the buyer's search — their research problem, comparison or question they are doing to ChatGPT. These context clues need to be tested against one another to determine the type of conversation that delivers higher click-through rate.
Your homepage is built for every visitor. The ChatGPT Ads visitor is in mid-research stage. A dedicated landing page with a single conversion goal will always beat the homepage.
As opposed to e-commerce where a conversion is a purchase, in B2B it is capturing a lead. Make sure you have your conversion goals set up properly to track the submission of forms or booking of calendars.
ChatGPT Ads are still early-stage, which means benchmarks are forming. Start at RM 50–150 per day for a B2B campaign and track cost per lead across your context clues. Pause any clue with high spend and no conversions after two weeks.
ChatGPT Ads Manager shows which conversation types triggered your ads. Use this to refine your context clues — expand the ones producing leads, and replace the ones that are not.
For a full guide on getting access and initial setup, see our post on ChatGPT Ads Malaysia.
Which Malaysian B2B Businesses Should Start Now?
Not every B2B business is equally well-positioned for ChatGPT Ads right now. The format works best when your buyers are research-heavy, your deal value justifies a higher cost per lead, and you have a landing page that can receive informed traffic.
| Business Type | Readiness | Reason |
|---|---|---|
| SaaS and software tools | Start now | Buyers research extensively in ChatGPT before trialling a tool |
| Marketing and creative agencies | Start now | Business owners ask ChatGPT to recommend agencies regularly |
| Professional services (legal, accounting, HR consulting) | Start now | SME founders use ChatGPT to find and evaluate service providers |
| Logistics and supply chain | Worth testing | Growing B2B research behaviour — buyer intent is there but volume is still developing |
| Financial services (B2B loans and trade finance) | Worthy of experimentation | High-value leads mean the investment is worth it, but conversion pathways must be simple |
| Industrial and manufacturing suppliers | Wait | Procurement in these industries is relationship-based and still offline-based |
| Government-linked companies (GLC) suppliers | Wait | Procurement in these cases is based on tenders and panels — ChatGPT Ads won't reach there |
ChatGPT Ads vs LinkedIn Ads vs Google Ads for B2B
The truth of the matter is that all three play a part in a developed B2B marketing strategy. The issue comes down to what to prioritize when considering budget and buyer location.
| ChatGPT Ads | LinkedIn Ads | Google Search Ads | |
|---|---|---|---|
| Best stage | Active research and evaluation | Awareness and reach | High-intent keyword capture |
| Targeting method | Conversation context description | Job title, seniority, company size, industry | Search keyword + audience layering |
| Format | Sponsored reference in AI response | Feed ads, sponsored InMail, lead gen forms | Text ads, responsive search ads |
| Relative cost | Early-stage — not yet benchmarked | High CPC and CPL in Malaysia | Medium to high, depends on keyword competition |
| Lead quality | High — buyer is mid-research | Medium — audience fit, not intent | High — intent-driven, if keyword is right |
| Recommended for | Brands whose buyers research in ChatGPT | Enterprise sales, large-audience reach | Categories with strong search demand |
For most Malaysian B2B SMEs, the practical starting point is: Google Ads for intent capture, ChatGPT Ads for research-stage visibility, and LinkedIn only when your average deal size justifies the higher cost per lead.
The channels are complementary, not competing. A buyer may see your LinkedIn post during awareness, ask ChatGPT about your category during research, and click your Google ad when they are ready to contact you. ChatGPT Ads fills the middle of that journey.
Sources & Further Reading
- ChatGPT Ads Overview — OpenAI, 2026. Official product page for the ChatGPT Ads platform.
- The B2B Buyer Journey: How Research Behaviour Has Shifted — Forrester Research, 2025.
- B2B Advertising Benchmarks and Best Practices — LinkedIn Marketing Solutions, 2025.
Frequently Asked Questions
Ready to Put Your B2B Brand in Front of Decision-Makers Mid-Research?
Marvant helps B2B companies in Malaysia set up and run ChatGPT Ads campaigns — from context hint strategy to landing page optimisation. Talk to us about whether it fits your business.
