1. Identify the Objective
- Goal: Drive organic traffic, support product launches, or improve brand authority.
- KPIs: Click‑through rate, conversion, keyword ranking drift, keyword volume growth.
2. Collect Raw Keyword Data
| Source | AI Enrichment | Example Prompt |
|---|---|---|
| Google Keyword Planner | Python + OpenAI | “Translate the raw volume data into a JSON table.” |
| Ahrefs API | ChatGPT | “Summarise the top 100 high‑volume keywords for ‘sustainable packaging’.” |
| SEMrush Competitor Gap | TensorFlow | “Generate a list of keywords competitor A outranks us on.” |
| Social Listening | Brandwatch AI | “Extract trending talk‑by‑keyword from last month’s posts.” |
3. Clean & Normalize the Dataset
- Duplicate removal – GPT‑4 checks for exact matches.
- Stemming – Use NLTK to reduce terms to their root form.
- Intent flags – Prompt GPT‑4: “Assign commercial, transactional, informational, or local intent to these keywords.”
Result: A tidy spreadsheet, ready for segmentation.
4. Quantify Search Intent with AI
Create a model that maps keywords to user intent categories.
GPT‑4 Prompt:
"Given the query 'best compostable bags 2025', identify intent type, primary goal, and content format."
Output:
- Intent: Transactional
- Goal: Purchase of eco‑friendly bags
- Format: Comparison listicle
Compile a table of intent per keyword for quick reference.
4. Keyword Clustering & Topic Modeling
- Apply K‑Means on embeddings produced by BERT‑base‑uncased.
- Prompt GPT‑4: “Cluster these 200 keywords into 6 topical buckets and label each bucket.”
- Export clusters as a CSV for dashboarding.
| Cluster | Representative Keywords | Suggested Content Angle |
|---|---|---|
| Cluster 1 | eco‑friendly packaging, biodegradable containers | Educational guide |
| Cluster 2 | compostable bag retailer, purchase points | Buy‑now comparison |
| Cluster 3 | zero‑waste packaging benefits | Thought leadership article |
| Cluster 4 | cost of biodegradable packaging | ROI calculator |
| Cluster 5 | regulatory policies on packaging | Insider briefing |
| Cluster 6 | future of packaging | Futurist predictions |
5. SERP Feature Mapping via AI
- Prompt GPT‑4 with “Generate a SERP feature distribution for each cluster.”
- Output: Markdown list of featured snippets, people‑also‑ask boxes, and knowledge panels.
6. Ranking‑Prediction Model
| Tool | Technique | Sample Prompt |
|---|---|---|
| Python (scikit‑learn) | Linear Regression | “Predict our ranking for ‘best biodegradable packaging’ over the next 12 months.” |
| GPT‑4 | Ranking Engine | “Simulate how a new meta‑description could move us from page 3 to page 1 for ‘environmentally friendly packaging’.” |
7. Intent‑Based Prioritisation Matrix
Define a weighted score:
Score = (Volume * 0.4) + (Difficulty * 0.3) + (Intent Relevance * 0.3)
Use Python to compute. Prompt GPT‑4: “Show the top 10 keywords with highest scores for a launch blog.”
Result: Ranked list ready for content calendar.
8. Generate AI‑Powered Content Briefs
- Topic Outline – GPT‑4: “Create a 5‑section outline for an article targeting Cluster 2 keywords.”
- Slug & Meta Tags – ChatGPT produces a slug, meta title, and meta description with high‑intent keywords.
- Internal Linking Map – Prompt: “Suggest internal links for each section that maximise topical authority.”
9. Visualise and Dashboard the Findings
- Feed the CSV output into Power BI.
- Generate charts:
- Bar chart of keyword volume by intent type.
- Heatmap of volume versus difficulty.
- Sankey diagram of keyword flow from intent to ranking.
10. Continuous Intelligence Loop
- Cron job pulls new data from Google Trends every week.
- GPT‑4 auto‑updates the ranking model.
- Alerts via Zapier AI: “Keyword X has dropped 30 positions.”
11. Ethics & Bias in Keyword AI
- Verify that the AI does not over‑emphasise niche keywords that violate brand values.
- Respect user privacy by anonymising all personal data used in training models.
12. Deliver the Strategic Roadmap
-
GPT‑4 composes an executive summary:
- Key keyword opportunities.
- Tactical content actions.
- Timeline & success metrics.
-
Prepare an interactive slide deck using AI‑generated visuals, ready for stakeholder approval.
Motto
AI: Converting search queries into actionable roadmaps.
Author: Igor Brtko as hobiest copywriter