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Home Authors Corner

Moving From Defensive Brand Safety to Offensive Brand Suitability

In this article, Kartik Mehta, CBO and Head of Asia, Channel Factory, explains that Indian advertisers must move beyond traditional brand safety toward brand suitability, leveraging contextual relevance, AI-driven content analysis and customised strategies to improve ROI, reduce media wastage and strengthen audience engagement.

by Guest Column
June 5, 2026
in Authors Corner
Reading Time: 4 mins read
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Moving From Defensive Brand Safety to Offensive Brand Suitability
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India’s digital advertising ecosystem is at an inflexion point. Affordable mobile data has brought hundreds of millions of Indians online, a sprawling creator economy is producing content at an unprecedented scale, and platforms like YouTube, META and emerging short-video apps have become the primary arenas for brand engagement. For digital marketers, this is an era of immense opportunity – but also of growing complexity.

The central challenge is this: how do you scale ad spend aggressively without losing control over the context in which your brand appears? For years, the industry’s answer has been brand safety, a defensive posture built around keyword blocklists designed to keep ads away from universally harmful content: extreme violence, hate speech, and illicit material. It is a necessary baseline. But in today’s complex media landscape, relying on brand safety alone is no longer enough. It is time for Indian marketers to graduate from a defensive strategy to an offensive one.

That offensive strategy is called brand suitability, and it is rapidly becoming the defining competitive advantage for advertisers who get it right.

The Hidden Cost of Playing It Safe

Brand safety, in its traditional form, is a blunt instrument. It treats every advertiser identically, as if an automotive brand, a baby care company, and a fintech app all carry the same risk tolerances, target the same audiences, and share the same brand personality. They do not.

When you apply broad blocklists to a market as diverse as India’s, the collateral damage is significant. Keywords like “shot,” “strike,” or “crisis” are routinely used to filter out harm, but they also end up blocking premium cricket coverage, breaking Bollywood news, and legitimate financial commentary. A brand chasing premium inventory ends up inadvertently avoiding the very content its audience is most engaged with.

Our research at Channel Factory reveals a stark finding: approximately 28% of campaign impressions run on misaligned or unsuitable content even when standard brand safety filters are in place. Nearly three in ten ad exposures are effectively wasted, not because the content is harmful, but because it is simply wrong for the brand. This is the quiet, uncelebrated cost that rarely appears in post-campaign reports, but consistently drains media efficiency.

What Brand Suitability Actually Means

The shift from brand safety to brand suitability is not just semantic. It represents a fundamentally different philosophy of how advertisers should approach the digital environment.

Brand safety asks: “Is this content harmful?” Brand suitability asks: “Is this content right for us?”

Suitability builds on top of baseline safety, incorporating a brand’s specific values, its target demographics, its tone of voice, and, critically in a market like India – local cultural context. Rather than relying on rigid exclusion lists that block whole categories of content, a suitability-first approach uses customised inclusion lists that actively seek out the environments where a brand’s message will resonate most powerfully.

This is the shift from a defensive posture to an offensive one: instead of ducking punches, you are actively choosing which arena to fight in – and winning on your own terms.

Why India Demands a Customised Approach

India is not a monolithic market, and any technology or strategy that treats it as one will underperform. Consider the sheer linguistic diversity: content is being produced at scale in Hindi, Tamil, Telugu, Kannada, Bengali, Marathi, and dozens of other regional languages. Standard keyword filters, most of which are built on English-language logic and Western cultural assumptions, are structurally ill-equipped to assess the nuance, slang, and intent within this content.

A video that is completely harmless, even culturally celebratory – in one regional context may be incorrectly flagged by a rigid Western filtration system. Conversely, content that carries real reputational risk for a brand may sail past those same filters because it does not match expected patterns of harm. Both outcomes cost advertisers money and credibility.

Then there is the creator’s economic pressure. India’s user-generated content ecosystem is ferociously competitive. Creators optimise relentlessly for views and engagement, producing a spectrum that ranges from genuinely high-quality educational and entertainment content to sensationalist clickbait. Brands need tools capable of evaluating content at the individual video level – assessing actual audio, visual imagery, and contextual meaning, not just surface-level tags or titles.

And there is the premium inventory problem. India’s biggest cultural moments – IPL coverage, prime-time news, Bollywood entertainment – are also its most contested ad spaces. These are high-drama environments that often trigger defensive safety filters, locking advertisers out of exactly the premium, high-attention inventory they should be competing for. A sophisticated suitability strategy allows brands to engage with these moments safely, by targeting specific channels and creators whose editorial standards align with their values.

Turning Suitability into a Performance Driver

The most important mindset shift for Indian marketers is recognising that brand suitability is not a risk management exercise, it is a performance lever. When ads appear alongside contextually relevant content, they naturally outperform. View-through rates improve. Click-through rates increase. Return on ad spend rises. Relevance is not a soft, brand-equity concept; it drives hard commercial outcomes.

Operationalising this requires moving past manual blocklist updates and static spreadsheets. At Channel Factory, we have built our approach around four pillars. First, every campaign begins with a custom brand playbook – translating a company’s corporate values and risk thresholds into specific, dynamic parameters that replace generic industry blocklists. Second, we deploy multimodal contextual AI that analyses video content at depth, evaluating speech, imagery, audio, and metadata together, and updating its assessments every few hours to keep pace with trending content.

Third, we apply these insights directly to campaign economics. Our platform, ViewIQ, has demonstrated the ability to reduce media wastage by up to 23%, delivering an average cost saving of 12% for advertisers – savings that can be immediately reinvested into reaching more of the right audiences. Fourth, we apply these guardrails consistently across platforms: from long-form YouTube and Connected TV, to short-form Meta and TikTok. Audiences do not stay in one place, and brand standards should not either.

The Time to Shift Is Now

India’s digital advertising market is growing too fast, and its content ecosystem is too complex, for brands to remain in a purely defensive crouch. Every rupee spent on a misaligned impression is a rupee that did not build brand equity, did not drive a conversion, and did not earn an audience’s attention.

The advertisers who will win in this environment are those who treat contextual relevance not as a nice-to-have, but as a core commercial discipline. Brand suitability is how you stop playing defence and start playing to win – protecting your reputation while actively unlocking the reach, relevance, and ROI that this extraordinary market has to offer.

In digital advertising, where attention is finite and competition is fierce, true relevance is no longer a luxury. It is the game itself.

(Views are personal)

Tags: Channel FactoryKartik Mehta

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