Flat Numbers, Fluctuating Recognition
- Laying the Groundwork for Backlink Acquisition
Day 3 results show 0 Citations and 3 Mentions -- numerically flat. However, a query that was accurately recognized on Day 2 reverted to brand confusion. While confronting the instability of AI responses, we began preparing for backlink acquisition.
Previous article: AEO Optimization Log #002 - Mentions Decline, but Signs of Hope
Measurement Summary
0 / 14
← Previous: 0/14Zero citations for 3 consecutive days
3 / 14
← Previous: 3/1421% - Flat (though content shifted)
| Metric | #001 (2/1) | #002 (2/2) | #003 (2/3) |
|---|---|---|---|
| Citation | 0/14 (0%) | 0/14 (0%) | 0/14 (0%) |
| Mention | 4/14 (29%) | 3/14 (21%) | 3/14 (21%) |
Detailed Analysis: AI Responses Are Unstable
Key Finding: Day 2's "Accurate Recognition" Disappeared
Day 2 (#002):
"Sighted (developed by Tech Knowledge Base) offers a service that..."
Correctly recognized
Day 3 (#003):
"Sighted (sightedby.ai) helps retailers..."
Confused with an e-commerce service
Implication:
AI responses vary day by day, even for identical queries. Concluding "recognized" from a single measurement is premature. This reaffirms the importance of evaluating with Response Share (mention rate across multiple trials).
Persistent Challenges
Brand confusion remains unresolved
- • "Pricing plan" query -- directed to AEOImpact, aeorank.net
- • "Beta registration" query -- directed to sightedby.ai
- • "AEO monitoring" query -- still interpreted as customs AEO (Authorized Economic Operator)
Competitors dominate citations
For the "AEO tools" query, aeotool.ai, Precision AEO, and Speee are cited. Sighted does not even appear as a candidate.
Actions Taken This Period
We analyzed the sites AI cites as sources and compiled a contact list for backlink acquisition.
Target Media Examples
- • SEO Times
- • IT Trend
- • Marketing publications
- • Tech blogs
Outreach Methods
- • Guest article proposals
- • Interview requests
- • Joint research proposals
- • Tool comparison article contributions
Registered "Sighted" on Wikidata as an AEO monitoring tool. The goal is to be recognized as an entity in AI knowledge graphs. Results are expected to take time to materialize.
In addition to backlink acquisition, we created a prioritized target list for media exposure. Guest article submissions and interview requests are now ready to send.
Analysis Discussion
Q: Why did the "accurate recognition" vanish in just one day?
AI responses are generated probabilistically, meaning the same prompt may reference different sources each time. On Day 2, the PR TIMES article happened to be prioritized, but on Day 3, information about a different "Sighted" (sightedby.ai) took precedence. This demonstrates that a single successful recognition cannot be relied upon.
Q: How do backlinks contribute?
AI tends to consider information cited by many sites as more credible. By acquiring links from multiple authoritative media outlets, the probability of "Tech Knowledge Base's Sighted" being recognized as an "AEO monitoring tool" increases. This follows the same principle as improving domain authority in SEO.
Q: What is the strategic priority going forward?
We will proceed with the following priorities:
1. Backlink acquisition: Increase references from authoritative sites
2. Wikidata registration: Formal entity registration
3. Use case articles: Publish as soon as measurable results emerge
The plan is to publish case studies progressively as each initiative yields results.
Next Actions
- Glossary expansion
- FAQ additions
- Structured data implementation (Organization, SoftwareApplication, FAQPage)
- Backlink outreach contact list
- Wikidata registration: Registered "Sighted" as an AEO monitoring tool entity
- Media exposure list: Prioritized target media outlets
- Execute media outreach: Send guest article and interview requests based on the list
- Use case articles: Prioritize publishing case studies as results emerge
With Sighted, you can run the same analysis shown in this article on your own website. Measure Citations and Mentions, benchmark against competitors, and validate the impact of your optimization efforts.