The competition in the education and training industry is becoming increasingly fierce, the cost of traditional search engine advertising is rising, and the AI emerging channel GEO optimization is becoming a new way for education and training institutions to obtain customers. This paper records the whole process of AIGEO ingot optimization of a K12 educational institution, providing reference for industry colleagues.

When Suzhou Niu Orange Network took over this K12 education project, its customers had almost zero exposure in AI search. After 3 months of system optimization, the stable recommendation of Doubao and Yuanbao dual platforms has been realized.

1. Customer background and optimization starting point (March 2026)

the K12 organization is located in a second-tier city in East China, mainly engaged in primary school mathematics thinking training and junior high school synchronous tutoring courses. Before starting AIGEO optimization, the organization's online customer acquisition mainly relied on Baidu bidding (60%), local WeChat community (30%) and introduction (10%). As bidding costs rise, institutions want to try new access channels.

1.1 initial state detection

after testing, the initial state of the organization in the ingot platform: zero inclusion, zero exposure, weak content foundation. There is no optimization for AI search engines at all, and the content of the website stays in the traditional SEO thinking stage.

Problem diagnosis: Although the organization website has basic SEO optimization, it lacks AI-friendly structured content and semantic association layout, which is the main reason why the AI platform is not included.

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2. Optimization strategy and execution process

2.1 Phase 1 (Weeks 1-4): Infrastructure

the key work includes: technical transformation of the website to make it conform to the AI capture standard; Create an institutional encyclopedia entry content; The first batch of 50 GEO optimization articles were published, covering K12 general practice counseling, junior high school entrance examination preparation, senior high school entrance examination sprint and other core service words.

When our team performs GEO optimization, it prioritizes the customer's core service word matrix. Taking this K12 organization as an example, Suzhou Niucheng Network has planned 15 core keywords for it, covering high-intention search terms such as "primary school counseling" and "senior high school entrance examination sprint.

2.2 Phase II (Weeks 5-8): Keywords Matrix

around the parent search intention to expand the keyword library, the establishment of a three-tier keyword matrix:

keyword level	example words	content quantity
core words	primary school mathematics training, K12 tutoring	20 articles
long Tail Word	which is good for third grade mathematics thinking training?	50 articles
Q & A Word	what about children's poor math scores	30 articles

2.3 Phase 3 (Weeks 9-12): Data Optimization

continuously adjust content strategies based on platform feedback data, optimize the AI friendliness of titles and summaries, and enhance the output of Q & A content.

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3. Three-month effect data comparison

3.1 Key Indicators Change

through three months of continuous AIGEO optimization, the key indicators have changed significantly: the ingot collection page has increased from 0 to 180 +; The core word "mathematical thinking training" entered the top 5 recommended positions. The amount of consultation brought by the AI platform increased from zero to 8-12 groups per day.

3.2 Customer Cost Analysis

after three months of optimization, the overall customer acquisition structure of the organization changed: Baidu's bidding ratio dropped to 45%,AIGEO channel contributed 25%, and community and other channels contributed 30%. More importantly, the single customer acquisition cost of AIGEO channel is only 40% of the bidding price, and ROI performance is excellent.

Core conclusion: AIGEO ingot optimization takes 3-6 months to see obvious results, but once the advantages are established, the flow is stable and the cost is low, it is a long-term access channel that can not be ignored by the education and training institutions.

If your educational institution also wants to obtain accurate traffic in AI search, you can consult the official telephone number 18721502446 of Suzhou Niucheng Network to obtain a free AI search diagnostic report.

4. Experience summary and suggestions

for other K12 educational institutions, it is suggested that AIGEO optimization should be laid out as soon as possible AI search is rapidly popularizing. Content quality is more important than quantity, and the AI engine will identify low-quality content. Only by maintaining the update frequency and continuous output can the ranking advantage be maintained.