Technology and architecture

VedXAI is built so AI-written posts sound like you, are grounded in your own material, and are checked and controlled before anything goes out. This page gives a high-level view of the building blocks. It is an overview, not a technical specification.

What sets VedXAI apart

Strength	In one line
Context engine	Decides what the AI should know for each post, so every draft is grounded in you.
Memory	Learns from how your team edits and approves, and applies it next time.
Brand management	A versioned, approved brand guide that every draft follows.
Compliance and governance	Every post is checked, approved and recorded before it can be published.
Responsible AI	Evidence, disclosure and provenance for AI-made content.
Open and flexible	Works across channels, chat tools and AI models.

The big picture

 Your sources          Your context                 Creation                 Control
 ──────────────     ─────────────────────────    ──────────────────    ──────────────────────
 Articles, links    ▶  Context engine          ▶  Writing and image  ▶  Compliance checks
 Documents             Memory                      agents                Evidence and review
 Websites, feeds       Brand management                                  Approvals and audit
 Chat and tools        Knowledge wiki                                    Publishing controls

Your material becomes context, context shapes what the agents write, and every draft passes through controls before it can be published.

Context engine

The context engine decides, for every post, what the AI should know and what it should leave out: your brand, your own source material, what you have approved before, what is trending and the norms of the channel. It assembles the right context for each task instead of sending everything every time.

• Posts are grounded in your material, not generic text.
• Different channels and tasks get the context that suits them.
• Quality improves as VedXAI learns more about you.

Memory

VedXAI remembers how your team works. It learns from what you edit, reject and keep as a reference, and applies those lessons to future drafts. Memory belongs to your workspace, so everyone on your team benefits. You can see it, correct it and remove items under Agent Memory.

Memory is layered: what happened (edits, rejections and approvals), what it means (rules and style learned from that history) and what to follow (posts you mark as the standard).

Brand management

Your brand guide is a structured description of your voice, words, channels, visuals and rules. It can be built from your own writing, reviewed item by item, versioned, approved before it goes live, and rolled back. Hard rules are enforced, and softer preferences guide style. Because it is a first-class input to the context engine, every post, image and automation follows it. See Build your brand guide.

Compliance and governance

Compliance is built into the product, not added afterwards. Nothing is published, whether you wrote it, the AI wrote it or an automation created it, without passing through it.

• Content checks. Posts are checked for harmful or offensive content, scams, personal data and risky claims, plus the industry rules you turn on.
• A single release gate. Every route to publishing, such as manual posts, schedules, automations and chat, goes through the same gate, with the rules for each channel.
• Approvals that stay tied to the content. An approval covers the exact text, media and destination that was reviewed. If anything changes, it needs approving again.
• Roles and teams. Reviewers and owners approve work written by others. See Teams and organizations.
• Audit trail. Decisions are recorded in a tamper-evident log that you can export.
• Safety controls. Limits, pause controls and automatic protection stop unattended posting if something goes wrong.

See Checks and approvals.

Responsible AI

• Evidence. For a post, VedXAI can show which claims it makes and which of your sources support them.
• Disclosure. AI-written text and images can be labelled, and AI images carry a visible mark and embedded metadata.
• Provenance. A public verify page lets anyone check whether an image came from VedXAI.
• Resistance to manipulation. Content that tries to slip hidden instructions to the AI is detected and refused.

Knowledge wiki

Articles and documents you use are organized into an interlinked knowledge wiki for your workspace. It gives the AI a searchable source of facts about your business, so claims trace back to something real.

Writing and image agents

Specialized agents draft text, adapt it for each platform and create images. Each runs as a managed workflow with progress you can follow in Activity. You choose how much the AI does, from reviewing everything first to letting approved automations run on a schedule.

Open and flexible

• Channels. LinkedIn, Facebook, Instagram, X and Bluesky, and the places you create from, such as your website, blog, feeds and documents.
• Chat and tools. Work with VedXAI from a chat assistant through an open tool connection, and through messaging apps where enabled.
• Models. VedXAI chooses suitable AI models for each task, and you can use your own provider keys where your plan allows.

Security and privacy by design

• Your workspace content is separated from other customers.
• Social accounts connect through each platform’s official sign-in, and you can disconnect at any time.
• Sensitive access details are stored encrypted.
• You decide who can approve, and nothing is published without passing the checks.

See our Privacy Policy and Terms at vedxai.com/legal.

Built to scale

VedXAI runs on globally distributed cloud infrastructure, so it stays fast for teams in different regions and grows with your usage.

Questions

Want to know more, for example for a security review? Contact us at vedxai.com/contact.