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Lesson 02·GEO Tactics·~10 min·why → tactics

The citable passage

Lesson 1 showed how engines pick sources: they retrieve pages, then quote specific passages from them. This is where you build a passage they can actually lift, verify, and attribute, using the edits research says matter (and honestly flagging the ones it now doubts).

Lesson 2 of 5
In ~10 minutes you'll be able to
  • Name the content edits that measurably lift AI citation (and the one that backfires).
  • Rewrite a flat paragraph into a citable answer block, step by step.
  • Hold the honest caveat: where the evidence is strong vs. hyped.

Short on time? Watch the 60-second version.

The whole skill, up front:

The answer, up front

To make a paragraph citable, do five things: front-load a 40 to 80 word answer, name the entity explicitly, add a specific number with its source, add an attributed (and real) expert quote, and write it plainly, no keyword stuffing. In the foundational GEO study, edits like these lifted visibility by roughly 30 to 40%, while keyword stuffing lowered it.[1] A 2025 benchmark is far less bullish (see section 5), so treat this as evidence packaging, not a magic hack.

01The tactic leaderboard (what actually works)

In 2024, Aggarwal et al. (Princeton + Georgia Tech / IIT-Delhi) ran the foundational controlled experiment on GEO: 9 content edits, tested across a 10,000-query benchmark, measured by Position-Adjusted Word Count (how much of the answer is sourced from your page, weighted toward the top) and Subjective Impression (how prominently you're featured).[1] Here's how the edits ranked: these are the relative lift on the Word component of that metric; the paper's own headline for its top methods is a more conservative ~30 to 40%:[2]

GEO tactic leaderboard

relative lift on the Word sub-metric of PAWC (baseline to method) · Aggarwal et al. 2024 · paper's top-method headline: ~30 to 40% PAWC / 15 to 30% SI

Quotation additionattributed expert quotes
+42.6%  ★ strongest
Statistics additionspecific numbers
+32.8%
Fluency optimizationclearer prose
+28.7%
Cite sourcesinline references
+27.7%
Keyword stuffingold-SEO move
-8.7%

Directional, and contested. A 2025 benchmark (C-SEO Bench, NeurIPS) re-ran these same edits across more models and tasks and found them mostly ineffective (sometimes negative) with retrieval position mattering more than the rewrite. We handle this head-on in section 5.[5]

Three things to take from this:

1. Quotes, stats, and citations win, and they require almost no new content. You're not writing more; you're making what you have verifiable.[1]

2. Keyword stuffing actively hurts. The reflex that defined a decade of SEO is the one move that lowers AI visibility (-8.7% here, -10% in their real-world Perplexity test).[1] This is the clearest proof that GEO is not SEO-as-usual.

3. In that study, the biggest wins went to pages that weren't already #1. Buried in the paper: Cite Sources gave a +115% lift to a page ranked ~5th, while the top-ranked page actually lost ~30%.[3] Encouraging if you're the underdog, but newer work finds the source's retrieval position usually matters more than the rewrite (section 5), so earn the ranking too, don't just polish the prose.[5]

02The recipe: a citable answer block

Every winning tactic above folds into one repeatable shape. When you want a passage cited, build it like this:

Front-load the answer in 40 to 80 words. Lead with the direct answer to the exact question, phrased the way a person would ask it. → extractability
Name the entity explicitly. "Dom's Deli on 5th Street," never "we" or "our shop." The engine cites things it can identify. → entity clarity
Add a specific number. "4.8★," "1,200+ reviews," "$9 lunch," not "highly rated" or "affordable." → statistics +32.8%
Attribute it. Name the source and date: "(Google, 2026)." Attribution is what makes a number trustworthy to quote. → cite sources +27.7%
Add an attributed quote where you can, a real one. A named third-party line ("'best Italian sub in Austin', Austin Eater, 2026"). → quotation +42.6%
Write it plainly, and don't stuff keywords. Clear, fluent sentences extract better; repetition backfires. → fluency +28.7% · stuffing -8.7%

03Rewrite Lab: turn a dead paragraph into a citable one

Here's a paragraph a sandwich shop might actually publish. Apply each edit and watch the citability climb. This is the exact move you'll make on your own pages.

Interactive · your feedback loop

Rewrite Lab

Click "Apply next edit" to rewrite the passage step by step.

"We make the best sandwiches in town and locals love us. Come try our famous subs. You won't be disappointed!"

"Dom's Deli, on 5th Street in Austin, makes hot Italian subs. Locals love us. Come try them!"

"Dom's Deli, on 5th Street in Austin, is rated 4.8★ from 1,200+ Google reviews (2026). Known for its hot Italian sub."

"Dom's Deli (5th St, Austin) is rated 4.8★ across 1,200+ Google reviews and was named "the best Italian sub in Austin" by Austin Eater's 2026 guide."

CitabilityInvisible · 15/100
Starting point. No entity, no number, no source: nothing an engine can lift and attribute. It would be skipped at the rerank stage. + Named the entity. Now there's a thing the engine can identify and cite, but still nothing verifiable to quote. + Specific number + attributed source. This is now a verifiable, self-contained claim: the citable threshold. Statistics +32.8%, Cite Sources +27.7%. + Attributed quote, front-loaded & tightened. Entity, number, source, and a quotable third-party line, under 40 words. Quotation addition is the strongest lever (+42.6%). This is what gets pulled into an AI answer.

04Spot the citable one

2 quick calls

Click an answer for instant feedback.

Q1You can only make one edit to a paragraph today. Which buys the most AI visibility?

Right. Quotation addition was the single strongest tactic (+42.6%).[2] Keyword repetition actually lowers visibility (-8.7%).[1]

Q2Which line is most citable for "best deli near me"?

Yes. Named entity + specific number + attributed source + stands alone = the engine can lift and footnote it verbatim. The other two have nothing checkable to quote.

05The honest caveat

Sources

  1. Aggarwal, Murahari, et al., "GEO: Generative Engine Optimization", KDD 2024: up to ~40% visibility lift; quotations/statistics/citations win; keyword stuffing -8.7% (-10% on Perplexity). Full text: arxiv.org/html/2311.09735v3. ↩
  2. Exact per-tactic figures (v3 Table 2): Quotation +42.6% · Statistics +32.8% · Fluency +28.7% · Cite Sources +27.7% · Keyword Stuffing -8.7% (Position-Adjusted Word Count), reproduced at TurboAudit, GEO 2026 Guide. ↩
  3. Ranked-position finding: Cite Sources gave a 115.1% lift to a rank-5 page while the top-ranked page lost ~30.3% (Aggarwal et al., ranked-position analysis). ↩
  4. SandboxSEO, "GEO Paper: A Critical Review": limits of the study (2024, simulated engine, sparse replication). Read for the skeptic's view. ↩
  5. Parameter Lab, "C-SEO Bench: Does Conversational SEO Work?", NeurIPS 2025 Datasets & Benchmarks Track: re-tested the Aggarwal content edits and found most "largely ineffective," frequently negative for ranking; retrieval position dominates. The key counter-evidence to the leaderboard. code/data. ↩

end of lesson 2