Transparency experiment
This site was built with TopicForge
Every guide on topicforge.net was generated by the product you are evaluating — batches, token costs, and search data included. No incumbent can copy this story without dogfooding their own engine on their marketing site.
Stats updated Jun 19, 2026. Vertex costs are estimates from token usage — Cloud Billing is the source of truth.
Guide articles live
129
Est. Vertex cost (all content)
$7.28
Avg cost per guide article
$0.06
Tokens (in + out)
1,028,403 / 637,547
Batch runs
| Set | Articles | Completed | Est. cost |
|---|---|---|---|
| ledgerflow-authority | 10 | Jun 8, 2026 | $0.00 |
| harbor-answer-hub | 10 | Jun 8, 2026 | $0.00 |
| stackmatch-comparisons | 8 | Jun 8, 2026 | $0.00 |
| northwind-auto-blog | 8 | Jun 8, 2026 | $0.00 |
| multilingual-ledgerflow | 4 | Jun 8, 2026 | $0.00 |
| Using TopicForge | 10 | Jun 18, 2026 | $0.51 |
| Content cost & pricing | 25 | Jun 18, 2026 | $1.46 |
| Tool comparisons | 30 | Jun 18, 2026 | $1.69 |
| Programmatic SEO by vertical | 40 | Jun 19, 2026 | $2.28 |
| Content playbooks | 25 | Jun 19, 2026 | $1.34 |
Search Console (last28d)
Impressions
0
Clicks
0
Avg position
—
Update manually from Google Search Console weekly until GSC API is wired.
Sample guides
Run this on your site
Start with one free sample article in your brand voice, or explore pricing for credit packs.
Methodology
Articles run through a four-stage pipeline (outline → draft → voice → CTA + SEO metadata) on Gemini via Vertex AI. Cost estimates sum per-stage token usage using published Vertex list pricing. Demo examples at /examples use fictional brands; guides at /guides are TopicForge-owned SEO content.