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Article

Intent Tier vs SKAG: 2026 Google Ads Structure for Healthcare

SKAG's keyword-to-ad-group model no longer holds after close-variant matching. See how healthcare teams use Intent Tier classification to lift CTR and cut CPQL.

Raman Soni · · · 3 min read
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Editorial standards: This article was reviewed by the ICG Editorial Review Board for NMC Section 6 compliance, Schedule J screening, DPDP privacy, and source verification before publication. · Our editorial process →
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Direct answer

SKAG's keyword-to-ad-group model no longer holds after close-variant matching. See how healthcare teams use Intent Tier classification to lift CTR and cut CPQL.

TL;DR

SKAG's keyword-to-ad-group model no longer holds after close-variant matching. See how healthcare teams use Intent Tier classification to lift CTR and cut CPQL.

By Raman Soni, Head of Performance Marketing at ICG.

TL;DR

  • SKAG (Single Keyword Ad Groups) was a 2015-2020 tactic for tight ad-keyword match. Google's 2022 close-variant rollout broke its core assumption.
  • Intent Tier classification works at the semantic theme level (Treatment Intent, Cost Intent, Location Intent), not the keyword level.
  • For healthcare in 2026: classify by intent tier first. Use SKAG-like structure within high-volume tiers as a secondary optimisation.

Single Keyword Ad Groups (SKAG) were the Google Ads structuring orthodoxy from 2015 to 2020. Today, the close-variant matching changes have rendered the SKAG's core assumption (one keyword per ad group = tight ad relevance) largely moot. Intent Tier classification is the more durable framework.

What SKAG was

SKAG built one ad group per keyword, each with that keyword in all three match types (exact, phrase, broad modified). The goal: every search trigger maps to exactly one ad group, so the ad copy and landing page can be tuned tightly to the exact keyword intent.

In 2015, this worked. Exact match meant literal exact match. Phrase match required the exact phrase. Broad modified required all the +modified terms.

Why SKAG broke

Between 2017 and 2022, Google rolled out close-variant matching. Exact match now includes plurals, misspellings, paraphrases, and semantic equivalents. "IVF clinic Delhi" exact-match triggers for "IVF centre Delhi", "fertility clinic in Delhi", "Delhi IVF clinic". The SKAG's tight 1:1 mapping is no longer possible.

A SKAG account in 2026 has 50+ ad groups all bidding on overlapping queries through close variants. This is cross-firing at scale. CPC inflates. Quality Score drops. The intended benefit disappears.

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What Intent Tier classification does instead

Intent Tier classification groups search terms by semantic intent, not by literal keyword. Every search term gets one of 8 tiers: Branded, Competitor, Treatment Intent, Cost / Booking, Doctor / Specialist, Location Intent, Symptom / Condition, Research / How-to, Irrelevant.

Each tier maps to a different ad group with different ad copy, different landing pages, and different bid strategy. Within a tier, multiple keywords coexist because they share the same intent and the same conversion role.

See the full 8-tier intent framework.

Side by side

DimensionSKAGIntent Tier
Grouping unitSingle keywordSemantic intent theme
Resilience to close-variantsBrokenRobust
Ad group count for 500 keywords~500~8-12
Quality Score managementPer-keywordPer-tier
Landing page mapping1:1 keyword1:1 tier
Match type disciplineExact-only idealBroad with intent filters
Reporting overheadHighLow

The 2026 hybrid

Intent Tier is the primary structure. Within Tier 3 (Treatment) and Tier 3-sub (Cost / Booking), where conversion volume is highest, a SKAG-like sub-structure can be useful to tune ad copy for specific high-spend keywords. But the tier is the unit of strategy. SKAG is a tactical refinement, not the foundation.

Want to see how this applies to your account? Book a free 30-min audit or WhatsApp the founders.

Healthcare intent-tier benchmarks we see across ICG accounts (2026)

Once a hospital, clinic or specialty group migrates from SKAG to a three-tier intent structure, the account starts producing cleaner signals inside 30 days. The table below reflects blended medians across the healthcare Google Ads accounts our team currently operates on Meta Catalyst IQ paired with Google Ads' own reporting layer. Numbers move with vertical (dental, IVF, ophthalmology, cardiology), city and landing-page quality, but the shape holds.

Intent tierExample queryCTR bandCPQL band (INR)Landing pattern
Bottom-of-funnelivf cost in noida7-11%800-1,900City money page + call form
Mid-funnelivf success rate over 353-5%1,600-3,400Explainer + soft consult CTA
Top-of-funnelwhat is icsi treatment1.5-3%3,000-6,500Guide + newsletter/WhatsApp opt-in

What the tier split unlocks operationally

  • Budget discipline - bottom-tier ad groups get 55-65% of the daily cap; top-tier is capped at 10-15% so awareness spend cannot cannibalise booking spend.
  • Creative reuse - one RSA per tier, not per keyword, which finally lets Google's asset testing produce useful winners.
  • Landing alignment - each tier points at a page built for that stage, not the homepage. Our Client Elevation Programme rebuilds the landing set alongside the account rebuild so the taxonomy has somewhere to send traffic.
  • Competitor read - Prism Spy shows which tiers rival clinics are actually funding on Meta, so the Google plan does not double-fund a stage a competitor already owns.

The rebuild is not glamorous. It is 4-6 weeks of taxonomy work, negative-keyword rebuilds, RSA re-writes and landing-page pairing. What it produces is an account a Co-Founder can read in one glance instead of 500 ad-group tabs.

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Raman Soni's team pulls your account, reviews campaign structure, keyword intent tiering, landing pages, and CPQL attribution. 45 minutes, actionable.

Frequently asked

Questions readers ask
about this topic.

As the primary structuring framework, yes. Close-variant matching since 2017-2022 has broken the 1:1 keyword-to-ad-group assumption. SKAG can still work as tactical refinement within high-conversion tiers.

Roughly 8-12 ad groups, one per intent tier, plus a few sub-tiers for high-conversion clusters. Not 500 SKAG-style ad groups.

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