Free Keyword Intent Classifier

Google Ads

1. Classify your ad keywords; spend more on transactional.
2. Pause informational keywords with low conversion rate.
3. Re-run quarterly.

Ahrefs / SEMrush

1. Export keywords from Keyword Explorer.
2. Run through this tool for intent labels.
3. Filter by intent in your spreadsheet.

Editorial calendar

1. Classify content topics by intent.
2. Balance the calendar: 40% informational, 30% commercial, 20% transactional, 10% navigational.
3. Re-run monthly to track balance.

Sales-led content

1. Focus on commercial + transactional keywords.
2. Use comparison and product pages.
3. Track conversion per intent bucket.

Brand awareness campaigns

1. Focus on informational and navigational keywords.
2. Use blog posts and brand stories.
3. Track impressions and brand search lift.

Wrong intent for ambiguous keyword

Cause: AI struggles with context-free terms.

Fix: Add modifier ("Apple stock" vs. "Apple recipe"); re-classify.

CSV upload fails

Cause: CSV had headers or extra columns.

Fix: Strip headers; one keyword per row; or paste directly into textarea.

All keywords classified the same

Cause: Keywords were similar in pattern.

Fix: Verify with manual SERP check for spot-confidence.

Intent does not match SERP results

Cause: Google's SERP for that keyword has shifted.

Fix: Trust the SERP. Reclassify based on what Google actually shows.

Tool times out on large batch

Cause: Over 200 keywords.

Fix: Split into batches of 100-200.

Same keyword gives different intent each run

Cause: Marginal AI variance.

Fix: Run twice, take majority. Or escalate to human review.

Multi-language batch returns mixed accuracy

Cause: Some languages have less training data.

Fix: Run per-language batches separately.

Generic words like "tool" or "guide" classify wrong

Cause: Too short to determine intent.

Fix: Use 2-3 word minimum; classify in context.