Proven AEO Results: Case Studies in Enterprise AI Visibility

Enterprise leaders ask for proof. Here it is.

Every enterprise CMO we talk to asks the same question: "Can you show me results?" It is the right question. AEO is a relatively new discipline, and enterprise budgets require evidence before commitment.

We measure every client's AI visibility monthly using Gumshoe, a third-party measurement platform that simulates real buyer conversations across all major AI models. The data is verifiable, consistent, and independent of our own systems.

Here is what the data shows across our enterprise engagements.

Pattern 1: The zero-to-visible trajectory

The most common starting point for enterprise clients is 0% or near-0% AI visibility. These brands have strong traditional marketing presence but have never optimized for AI citation.

What we typically see

Baseline (Month 0): 0-2% citation rate. AI models do not mention the brand when buyers ask relevant category questions. Competitors have 10-25% citation rates.

Month 2: 3-8% citation rate. The brand starts appearing in AI responses for the highest-priority buyer queries. First prompt wins confirmed in monthly audit.

Month 4: 8-15% citation rate. Compounding effects visible. Multiple buyer personas now see the brand. Topic coverage expanding to secondary areas.

Month 6: 15-25% citation rate. The brand has entered the top tier of AI-cited brands in its category. Competitive gap with former leaders has narrowed significantly.

This trajectory is not guaranteed for every brand, but it is the pattern we have observed across multiple enterprise engagements.

What drives this trajectory

Three factors predict how quickly a brand moves along this curve:

Content velocity. Brands that publish 100+ AEO-optimized articles per month move faster than brands publishing 30. Volume builds entity authority at scale.

Entity clarity. Brands with clean, unambiguous entity signals (consistent naming, proper schema, cross-referenced profiles) see faster recognition by AI models.

Category competition. Categories with fewer AEO-active competitors offer faster visibility gains. Categories with multiple AEO-active competitors require more content and longer timelines.

Pattern 2: The model gap closure

Many enterprise brands have uneven visibility across AI models. They might appear on ChatGPT but not Claude, or on Gemini but not DeepSeek.

What we typically see

Brands with model-specific gaps close those gaps within 60 to 90 days of targeted content production. The key is understanding why a specific model does not cite the brand and producing content that addresses that model's specific citation preferences.

Claude gap closures respond best to well-structured, factual content with clear expertise signals. DeepSeek gaps respond to technical depth and implementation-specific content. Gemini gaps often respond to improved web indexing and Google ecosystem presence.

Pattern 3: The competitive overtake

The most dramatic results occur when a brand overtakes a competitor that was previously leading in AI citations.

What we typically see

The overtake typically happens between Month 4 and Month 6 of sustained AEO investment. The brand enters the engagement trailing the competitor by 10 to 20 percentage points. Content velocity and citation architecture close the gap at 3 to 5 percentage points per month. The crossover point comes when the brand's content volume and authority signals surpass the competitor's.

Once the overtake happens, it tends to be durable. AI models reinforce existing citation patterns, so the new leader has the same compounding advantage that the former leader enjoyed.

What makes results sustainable

Citation improvements are sustainable only if the content pipeline continues. We have seen brands achieve strong results and then stop investing, expecting the gains to persist. Within 3 to 4 months of content cessation, citation rates begin to decline as competitors continue publishing and AI models update their knowledge.

Sustainable AEO requires ongoing investment, just like sustainable SEO. The good news is that the ongoing investment required to maintain and grow citation authority is typically lower than the initial ramp-up investment, because the compounding foundation is already built.

How we verify results

Our results are measured using Gumshoe, which is independent of OnlyAEO's systems. The audit methodology is consistent month to month: same prompt sets, same models, same extraction process. This eliminates the possibility of cherry-picked or manipulated results.

Clients can access Gumshoe data directly. There are no black boxes in our measurement.