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Assistant workspace — Answers with citations beside the source documents.

AI Platform · PROJECT #019

KnowledgePilot

AI assistant grounded in your company's own documents

KnowledgePilot indexes the documents a company already has and answers questions with citations. Every answer points to its source, and anything outside the indexed material is refused rather than guessed.

Starting from

$2,900

6 pages · Clickable prototype in 2 weeks, first production release 8–12 weeks

See price breakup

01

Project overview

What it does

Answers internal questions from approved company documents, with citations.

Target customers

Operations, support and field teams that lose time searching internal documents.

Problem solved

Knowledge is scattered across drives, wikis and inboxes, so people ask colleagues instead.

Value proposition

Correct, sourced answers in seconds, with visibility of what is out of date.

Business model

Subscription by seats and indexed document volume.

Suitable for

Operations teams, Support teams, Field and franchise networks

02

Page structure

Marketing

  • Homepage
  • How it works
  • Pricing
  • Security
  • Use cases
  • Contact

Accounts

  • Login
  • Signup
  • Forgot password
  • Workspace settings
  • Users and roles
  • Billing

Product

  • Assistant
  • Source library
  • Access rules
  • Answer history
  • Feedback queue
  • Analytics
  • Admin dashboard

Support

  • Documentation
  • API reference
  • Knowledge base
  • Status
  • Privacy
  • Terms
  • 404

03

AI automation & workflows

Grounded answering

Trigger

A staff member asks a question

AI processing

Retrieval over the vector index built from approved documents

Business logic

Permissions are applied before retrieval; unsupported questions are refused

Action

An answer is returned with citations to the source passages

Result

Trustworthy answers that can be checked in one click

Stale content detection

Trigger

A scheduled index review runs

AI processing

Document age, contradictions and low-confidence answers are analysed

Business logic

Flagged documents go to their owner, never auto-deleted

Action

A review task is created for the document owner

Result

The knowledge base stays current instead of quietly rotting

Escalation to a human

Trigger

The assistant cannot answer with sufficient confidence

AI processing

The question and the gap are captured

Business logic

No speculative answer is produced

Action

The question is routed to the responsible team

Result

Gaps become documented answers over time

04

Technical implementation

Frontend

  • React
  • TypeScript
  • Component library
  • Data tables and charts
  • Optimistic UI updates

Backend & data

  • Server functions and REST endpoints
  • PostgreSQL
  • Row-level security
  • Background queues
  • Caching layer
  • Full-text search

Identity

  • Email and OAuth sign-in
  • Multi-factor authentication
  • Role-based permissions
  • Team and workspace scoping

AI layer

  • LLM gateway
  • Retrieval over your own records
  • Vector index
  • Prompt and output logging
  • Human review step

Commerce

  • Subscriptions and seats
  • Metered usage
  • Invoices and dunning

Operations

  • CI/CD
  • Structured logging
  • Error tracking
  • Audit trail
  • Automated backups
  • API documentation

05

SEO, GEO & AEO

Technical SEO

  • Semantic HTML with one H1 per page and a logical heading order
  • Unique title, meta description and canonical URL on every page
  • Open Graph and Twitter card tags sized for link previews
  • XML sitemap plus a robots file that allows the public sections
  • Breadcrumbs and descriptive internal linking between related pages
  • Image optimisation, lazy loading and modern formats (WebP/AVIF)
  • Mobile-first layout and Core Web Vitals budgets for each template
  • Redirect map and handled 404 pages to avoid duplicate or dead URLs
  • Public documentation indexed; private workspace content never exposed

GEO — generative engines

  • Clear entity definition: who the business is, what it sells, where it operates
  • Structured data so machines can read services, pricing and contact details
  • First-party facts stated on-page instead of only in images
  • Topic clusters that cover a subject fully rather than one thin page
  • Consistent name, address and contact details across every listing
  • Named authors and sources for any claim that needs backing
  • Clear statement of data handling, model use and retention

AEO — answer engines

  • Question-shaped headings that match how people actually ask
  • A short direct answer block under each question before the detail
  • FAQ sections drawn from real sales and support questions
  • How-to and step-by-step formats for process-led topics
  • Comparison and alternatives pages written without overstating claims
  • Glossary entries defining the terms used across the site
  • Public docs follow a direct-answer-then-detail structure

These practices improve discoverability; no ranking or AI-search inclusion is guaranteed.

06

Content, social & authority

Content & topical authority

  • Use-case pages
  • Implementation guides
  • Security documentation
  • Prompt and governance guides
  • Comparison pages
  • Knowledge base

Social channels

  • LinkedIn: Product updates, founder posts and pipeline building
  • X: Changelog notes, launches and support signals
  • YouTube: Feature walkthroughs and onboarding tutorials
  • Reddit: Honest participation in the communities your buyers use
  • Discord / Slack: Customer community, feedback and early-access programmes
  • Telegram: Optional alert delivery for customers who prefer it

Ethical backlinks & authority

  • Verified business listings and consistent local citations
  • Digital PR and commentary pitched to relevant publications
  • Partner and supplier pages that earn genuine reciprocal links
  • Guest contributions on industry sites with real editorial value
  • Case studies distributed to communities where the audience already is
  • Original data or survey write-ups that others can cite

07

Analytics & security

Analytics & BI

  • Traffic and acquisition by channel, campaign and landing page
  • Conversion tracking on every enquiry, booking and signup
  • Funnel drop-off reporting from first visit to completed lead
  • Search performance: queries, impressions, clicks and positions
  • Error and uptime monitoring with alerting
  • Answer acceptance rate
  • Unanswered question clusters
  • Time saved per team
  • Citation click-through

Security & compliance

  • Hashed credentials, secure sessions and optional multi-factor sign-in
  • Role-based access control checked on the server, never in the browser
  • Input and output validation on every form and API route
  • Protection against SQL injection, XSS and CSRF
  • Rate limiting and abuse prevention on public endpoints
  • Encrypted data in transit and at rest, with managed secrets
  • Audit logs, retention rules and tested backups
  • Cookie consent, privacy notices and accessibility checks
  • Document-level permissions enforced at retrieval time and full prompt and answer logging

08

Price breakup

Product design system

Assistant, citation and library components

$360

Core application

Source connectors, indexing pipeline and workspace

$900

Retrieval and AI layer

Vector index, grounded answering and refusal rules

$620

Governance tooling

Permissions, logging, review queue and analytics

$380

Billing and subscriptions

Seats, usage metering and invoices

$280

Marketing site and search

Public pages, docs, schema and speed pass

$360