Now live · built for SaaS support teams

Your SaaS product's
AI support brain.

Zoras turns your docs, website, and support history into a product knowledge graph, then helps your team resolve tickets with source-backed AI answers.

Source citationsConfidence scoringHuman-in-the-loop
Global knowledge layerLive
Sources unified
Docs · Web · PDFs · Tickets
Citations per draft
Always attached
Reply approval
Human-in-the-loop
Graph coverage
Grows with every source
PlansFeaturesErrorsPoliciesWorkflows
The problem

Support knowledge is scattered.
AI answers should not be.

Most SaaS support stacks have answers everywhere and confidence nowhere. Zoras closes that gap.

Knowledge is scattered

Product answers live across docs, Notion, websites, PDFs, Slack, and past tickets.

Generic chatbots hallucinate

Models without grounded sources guess at policies, plans, and product behavior.

Agents repeat themselves

Support teams answer the same question dozens of times every week.

Ramp time is slow

New agents take weeks to learn what the product can and cannot do.

Trust erodes without sources

Customers lose confidence when answers are not backed by evidence they can verify.

The solution

One product knowledge layer for every support answer.

How it works

From scattered docs to grounded support replies

Four steps. One workflow. Built so your team can review, approve, and keep improving the system.

  1. 01

    Connect your product knowledge

    Add docs, website pages, PDFs, FAQs, and previous support conversations. Zoras normalizes them into a single knowledge layer.

  2. 02

    Build the product graph

    Zoras maps features, workflows, policies, integrations, errors, plans, and relationships into a queryable graph.

  3. 03

    Generate grounded replies

    For each ticket, Zoras retrieves relevant sources and drafts a contextual response with citations and a confidence score.

  4. 04

    Approve and improve

    Your team reviews, edits, and approves each reply. Every correction sharpens the system over time.

Capabilities

Everything you need to ground AI in your product

A focused toolkit for SaaS support teams. Honest status badges, no production claims we can't back up yet.

Available

Website & docs crawler

Crawl your public site and documentation to keep the knowledge layer current.

Available

PDF & CSV upload

Upload knowledge from PDFs, runbooks, and CSV exports of past tickets.

Available

Product knowledge graph

Entities and relationships across plans, features, policies, and workflows.

Available

AI ticket resolution copilot

Drafts contextual replies for each ticket with citations and confidence.

Available

Source-backed answers

Every reply links back to the exact passages that justify it.

Available

Confidence scoring

See how well retrieved evidence covers each customer question.

Available

Human-in-the-loop approval

Review, edit, and approve drafts before anything is sent.

Coming Soon

Missing documentation detection

Spot questions where your knowledge base falls short and needs to grow.

Coming Soon

Conversation history

Use prior tickets as context so similar issues get faster, sharper replies.

Planned

Analytics dashboard

Track approval rate, draft quality, response time, and topic coverage.

Planned

Ticketing integrations

Bring Zoras into Intercom, Zendesk, Freshdesk, and more.

Planned

Multi-channel readiness

Designed for email, chat, and shared channels as integrations roll out.

Product preview

A support inbox that always shows its work

Three columns: tickets, the AI draft with citations, and the sources that justify it.

app.zoras.tech / inbox
Inbox3 open
  • Maya ChenT-2031

    Does the Growth plan include Slack and custom roles?

    92% confidence
  • Devon ParkT-2030

    Webhook signature is failing on retries

    78% confidence
  • Aisha RahmanT-2029

    Can workspace admins reset 2FA?

    84% confidence
Ticket T-2031 · Maya Chen · Lumenway

Hi team, we're upgrading from Starter: does the Growth plan include the Slack integration, and can we configure custom roles for workspace admins?

AI draft · grounded in 4 sourcesEditable

Yes, both are included on the Growth plan. Slack can be connected from Settings → Integrations → Slack. Custom roles are available for workspace admins under Settings → Roles & Permissions.

cite: Pricing pagecite: Slack setupcite: Roles doccite: Ticket #1827
Approve & sendEdit draftRequest more sources
Sources attached
  • Pricing pageWebsite

    Growth • $79/mo • Slack, Teams, Webhooks, SSO.

  • Help center: Slack setupDocs

    Admins connect Slack from Settings → Integrations.

  • Roles & permissions docDocs

    Custom roles available on Growth and above.

  • Past ticket #1827History

    Slack alerts route to a chosen channel.

Sources cover 100% of question

Architecture

Built for retrieval, reasoning, and trust.

From source ingestion to a reviewed customer reply. Designed for evaluation, guardrails, and accelerated infrastructure as the product matures.

Step 1

Sources

Docs, web, PDFs, tickets

Step 2

Ingestion

Crawl, fetch, normalize

Step 3

Parsing

Chunk, extract, structure

Step 4

Embeddings & RAG

Vector retrieval

Step 5

Knowledge graph

Entities & relations

Step 6

AI draft

Grounded reasoning

Step 7

Human approval

Review & edit

Step 8

Reply

Sent with citations

Accelerated retrieval ready

Architecture designed for accelerated inference and vector search as we scale.

Evaluation and guardrails

Confidence scoring, source coverage, and review-first design baked into the workflow.

Source traceability

Every reply links to the documents and passages that justify it, end to end.

Use cases

What teams use Zoras for

Honest, focused outcomes for SaaS support teams in their first phase of AI adoption.

Reduce repetitive SaaS tickets

Free your team from typing the same answer for the tenth time this week.

Turn docs into a support copilot

Activate the documentation you already wrote into a working AI assistant.

Ramp new agents faster

Let Zoras surface the right context so new hires answer with confidence.

Find documentation gaps

Surface customer questions your knowledge base does not yet cover.

Trusted AI replies with sources

Send drafts that include citations, not just plausible-sounding text.

Prepare support to scale

Build the workflow once, then keep up as your product and customer base grow.

Trust

Designed for trustworthy AI support.

Trust comes from showing your work. Zoras is built around source-backed answers, human review, and clear confidence.

Source-backed answers

Every draft cites the documents and passages that justify it.

Human approval before sending

No AI reply leaves the system without a teammate explicitly approving it.

Confidence indicators

See coverage and confidence per draft so judgment scales with volume.

Audit trail direction

Designed for traceable history: who approved what, with which sources.

Compliance certifications such as SOC 2 are part of our roadmap. We will announce status publicly as each milestone is completed.

Pricing

Pricing built for SaaS teams

Plans for every stage. Pick the one that matches where your team is today.

Starter

Live

For founders and small SaaS teams validating AI support workflows.

Custom

  • →Product knowledge ingestion
  • →AI ticket draft preview
  • →Source-backed answers
  • →Human approval workflow
  • →Product updates
Get started

Startup

Popular

For growing SaaS teams with recurring support tickets and a real backlog.

Custom

  • →More knowledge sources
  • →Ticket imports
  • →Team workspace
  • →Analytics
  • →Integration roadmap access
Get started

Growth

Scale

For support teams that need higher volume, deeper workflows, and security review.

Custom

  • →Advanced knowledge graph
  • →Custom workflows
  • →Security review
  • →Integration support
  • →Priority roadmap input
Contact sales
FAQ

Answers about Zoras

Questions we hear from founders, support leads, and engineering teams evaluating AI support tools.

What is Zoras?+

Zoras turns your docs, website, FAQs, PDFs, and past tickets into a product knowledge graph, then uses it to draft source-backed replies for incoming support tickets.

How is this different from a generic chatbot?+

Generic models answer from training data. Zoras retrieves from your own product knowledge and attaches the exact passages behind every sentence, with a confidence score.

Does Zoras send replies automatically?+

No. Every draft goes through human review. A teammate edits and approves before anything reaches a customer.

What sources can I connect today?+

Website and documentation crawling, PDF and CSV uploads, and exports of previous support conversations. Ticketing integrations are on the roadmap.

How do you handle answers you are unsure about?+

Low coverage lowers the confidence score and flags the draft so an agent can add sources instead of guessing.

Is Zoras SOC 2 certified?+

Not yet. Compliance certifications are part of our roadmap and we will announce each milestone publicly as it completes.

Give your support team a product brain.

See how Zoras ingests your knowledge and drafts source-backed replies your team can approve in seconds.