Turn buyer questions into publish-ready pages
Vanaxity maps SERPs, competitors, citation gaps and brand voice, then produces SEO, GEO and AEO content packages your team can review and ship.
Built for B2B teams that need publish-ready search content without managing writers, prompts, tools or handoffs.
Vanaxity researches buyer questions, creates review-ready articles, ships through your CMS and reports what passed quality gates.








Vanaxity maps SERPs, competitors, citation gaps and brand voice, then produces SEO, GEO and AEO content packages your team can review and ship.
SERP notes and outline queued for review
Approved. Move to final publish pass
Article, schema and visuals cleared for launch
Research, validation and publishing workflow
A short reel of the Vanaxity production loop.
Research, drafting, validation and publishing move through one controlled workflow instead of scattered handoffs.
Client feedback links back to the public Upwork profile, while the system cards show how delivery is actually operated.

“One of the best contractor experiences I have had on Upwork. The task was challenging and everything was delivered perfectly ahead of schedule.”
Founder-led modelCustom production engine for SEO, GEO and AEO
Traditional providersGeneric tools, retainers or advice decks
Founder-led modelResearch, generation, QA, CMS prep and reporting in one loop
Traditional providersSplit writers, consultants and developers
Founder-led modelDesigned for Google rankings, ChatGPT citations and AI answer extraction
Traditional providersBlue-link SEO first, answer engines later
Founder-led modelOpenAI, LangGraph, Playwright and custom QA gates
Traditional providersPrompt chains or static content workflows
Founder-led modelPublish-ready content packages, schema, visuals and run reports
Traditional providersDrafts, calendars or strategy documents
Founder-led modelFounder-led build and operating cadence
Traditional providersOne-and-done projects or ticket queues
Custom production engine for SEO, GEO and AEO
Generic tools, retainers or advice decks
Research, generation, QA, CMS prep and reporting in one loop
Split writers, consultants and developers
Designed for Google rankings, ChatGPT citations and AI answer extraction
Blue-link SEO first, answer engines later
OpenAI, LangGraph, Playwright and custom QA gates
Prompt chains or static content workflows
Publish-ready content packages, schema, visuals and run reports
Drafts, calendars or strategy documents
Founder-led build and operating cadence
One-and-done projects or ticket queues
Confirm the market, workflow and go / no-go before spending on a build.
One production loop replaces split handoffs across tools, writers, editors and consultants.
Turn the first audit into answer pages, sales snippets and founder-led posts your market can quote or share.
Doubts? Reach out to us at trantienvan@vandatateam.com or Chat with Van
Custom

Hi, I’m Van. I’ve been building data pipelines and AI systems for over 8 years, working with startups, agencies, and enterprises to turn messy content operations into measurable, repeatable engines.
I started Van Data Team to help businesses own their search presence, not just on Google but across ChatGPT, Perplexity, Gemini and every AI engine that now decides what gets cited. Each build is custom, founder-led, and quality-gated by numbers, not vibes.
Public client feedback excerpts
Van exceeded all expectations with exceptional professionalism and expertise. The work landed ahead of schedule and the quality was consistently high.
One of the best contractor experiences I have had on Upwork. The task was challenging and everything was delivered perfectly ahead of schedule.
Tran demonstrated a deep understanding of our requirements and made a meaningful difference in the final outcome from day one.
Van is excellent to work with. Complex requirements never became blockers and communication stayed strong the entire time.
Original client feedback in English
Tomer S.
Van exceeded all expectations with exceptional professionalism and expertise. The work landed ahead of schedule and the quality was consistently high.
Feng Z.
One of the best contractor experiences I have had on Upwork. The task was challenging and everything was delivered perfectly ahead of schedule.
Preska T.
Tran demonstrated a deep understanding of our requirements and made a meaningful difference in the final outcome from day one.
Nate R.
Van is excellent to work with. Complex requirements never became blockers and communication stayed strong the entire time.
Kevin M.
Van's expertise in data engineering is remarkable. He optimized our pipelines and saved us months of development time.
Alex J.
Fast, responsive, professional. Really appreciated the thorough documentation too.
Field notes from Van Data Team on AI search strategy — how SEO, GEO and AEO work across Google, ChatGPT, Perplexity, Gemini and Claude, and what changes for content teams shipping into answer engines.
NVFP4 4-bit inference on NVIDIA Blackwell GPUs shrinks a model's memory footprint about 3.5x versus 16-bit and 1.8x versus 8-bit, so a model that needed two H100s can run on one B200, which structurally lowers the per-token cost of AI, and for marketing and agent teams that cost is the budget, so the practical move is to route to providers that pass the savings on and to measure quality under 4-bit on your own tasks.
GPT-6 Astra is OpenAI's new frontier model and GPT-5.6 Sol is the model it replaces, but on the independent Artificial Analysis Intelligence Index the two tie at 61 while Astra costs 2.5x more, so the upgrade only pays off for specialized work like agentic computer use, long-context retrieval, and hard math or coding, not everyday marketing content where Sol is the better value.
Fable 5.1 is the most capable and priciest, Gemini 3.7 Flash is the cheap fast workhorse, Kimi K3 is the strongest independently verified open-weight model, and Qwen 3.8 Max is a capable but unproven enterprise API; for marketing and content teams the right pick turns on cost, openness, and how much of each model's claim is actually verified.
Doubts? Reach out to us at trantienvan@vandatateam.com
Van Data Team builds and operates the engine around your CMS, buyer questions, voice and review process. Use the email above for fit, procurement or rollout questions.
AEO (Answer Engine Optimization) is formatting content so answer engines, voice assistants and featured snippets can pull a direct, accurate answer to a question, using clear questions, concise answers and structured data.