Data updated Oct 31, 2026
VDF AI is an enterprise AI agent platform for on-premise control, offering multi-agent orchestration, private RAG, LLM routing, and governance.
VDF AI Platform’s direct traffic went from 4.5K to 6.3K visits in one month. In the same window, VDF AI Platform’s Sitemap added 69 pages, mostly under /blog. The timing overlaps — worth a closer look.
How the growth happened
Monthly visit estimates · 2026-06 — 2026-09 · DR 52, +1 MoM
Sep 2026
Monthly visits split by channel share: VDF AI Platform added 4.3K visits from Aug to Sep, with direct contributing 42%.
| Channel | Last 2 months | Change barAug → Sep | Change | Share of change | Current share |
|---|---|---|---|---|---|
| Direct | +1.8K | 42% | 40.4% ↑0.5pp | ||
| Organic search | +1.3K | 30% | 32.6% ↓1.1pp | ||
| Referrals | +481 | 11% | 10.3% ↑0.4pp | ||
| 5 other channels | +605 | 14% | 13.5% ↑0.3pp |
What you can borrow
VDF AI Platform’s acquisition moves across pages, search terms and AI referrals, each with its data source.
| Keyword | Traffic | CPC | Rank |
|---|---|---|---|
| air-gapped rag systemsNon-brand | 210 | — | 1 |
| ai image agentNon-brand | 60 | — | 2 |
| vdf ai / modelfitBrand | 40 | — | 3 |
| local llmNon-brand | 20 | $3.41 | 4 |
| 2026 september local agent coding modelsNon-brand | 20 | — | 5 |
Borrow: Most of its search traffic comes from non-brand terms (e.g. “air-gapped rag systems”, “ai image agent”). Find the needs your product also serves and capture them with tool or landing pages.
Pages listed in the Sitemap grew 5.2% over 6 days, from 1,323 listed URLs to 1,392 listed URLs.
/blog+41/alternatives+10/agents+9Borrow: Generate pages of this kind from data you already have (see /blog) to capture long-tail search.
0 visits from AI assistants (previous month 0), 0% of all traffic.
Borrow: No need to follow yet; watch whether it scales next month.
Full growth history
Where did the +4.3K visits actually come from?
VDF AI Platform grew 38% in Sep. Unlock the launch posts, community threads and new backlinks behind the spike, plus a launch checklist you can copy.
VDF AI Platform's public Sitemap now lists 69 more URLs
Observed eventVDF AI Platform's public Sitemap now lists 76 more URLs
Observed eventVDF AI Platform's public Sitemap now lists 71 more URLs
Observed eventWhere it launched and who talked about it
Visible after unlockingWhere the new backlinks came from
Visible after unlockingA launch sequence you can copy
Visible after unlockingSame-market benchmark
Sep 2026 · Workflow and Execution
Each product uses its latest observed month; different months are not a same-period ranking.
Know the next time VDF AI Platform ships pages in bulk
We diff its Sitemap, backlinks and traffic daily and alert you only on real changes.
Method: visits and channel shares are third-party monthly estimates; channel change = monthly visits × channel share, month over month; site actions and traffic are shown by timing only, not as cause and effect.
