talkbase

MONGODB FIRST · MORE NOSQL DATABASES COMING

No dashboards.
Just ask your data.

Connect your NoSQL database once. Ask questions in plain English, generate charts, share answers with a URL, or embed the AI data assistant directly into your product.

production-mongodb read-only
AskTop 10 customers by paid revenue this month
Generated MQL
[
  { $match: { status: "paid" } },
  { $group: { _id: "$customerId",
    revenue: { $sum: "$total" } } },
  { $sort: { revenue: -1 } },
  { $limit: 10 }
]
Groups paid orders, sums revenue, returns the top ten.
Revenue by customerTHIS MONTH
cus_01cus_06

A transparent answer loop, from question to chart.

For teams that need an answer before they need a data warehouse.
MQL always visible Read-only by default Tenant-isolated

MongoDB is live today. The adapter model is built to grow.

MongoDB available nowDynamoDB plannedFirestore plannedCouchbase plannedCassandra plannedCosmos DB planned

One question. Four clear moves.

Talkbase is deliberately small at the start: it helps you get from a live database to a useful, inspectable answer in minutes.

01

Connect

Paste a read-only MongoDB URI. Talkbase samples structure and types, not customer rows.

02

Ask

Use the language your team already uses: revenue, orders, signups, refunds.

03

Inspect

Review the generated MQL and explanation before you trust the result.

04

Act

Save a report now. Arrange dashboards and embed them in your product as the platform grows.

Try real questions before you connect.

Select a sample question below to see how Talkbase parses intent into valid MQL, transparent explanations, and multi-chart visual reports.

mongodb://production-analytics (read-only) Encrypted & Read-Only
QUERY INTENT

Full revenue breakdown, monthly signup trend, and active organization count

GENERATED MQL PIPELINE
[
  { $facet: {
      revenue: [{ $group: { _id: "$plan", total: { $sum: "$amount" } } }],
      growth: [{ $group: { _id: { $month: "$createdAt" }, count: { $sum: 1 } } }],
      status: [{ $sortByCount: "$status" }]
  } }
]
Executes a multi-facet pipeline returning revenue, trend, and distribution simultaneously.
$124,500 Total MRR • 3 Visual Modules
Enterprise
Business
Pro
Starter

Everything you need to question NoSQL data safely.

Built from the ground up for strict read-only execution, schema intelligence, and seamless team sharing.

Natural Language to Valid MQL

Talkbase analyzes your collection schemas and indexes to construct optimal, syntax-safe MongoDB aggregation pipelines.

$match$group$lookup$sort$limit

Strict Read-Only Enforcement

Mutations, drops, and JavaScript execution are blocked before queries ever touch your database cluster.

Encrypted URI Credentials

Connection URIs are encrypted at rest using AES-256 and never returned over API responses.

One-Click Share Links & Signed Embeds

Turn any query or chart into an authenticated share link or embed it into your customer dashboard with scoped JWT tokens.

Drop a full AI data layer right inside your app.

Don’t spend months building custom charting engines, CSV exporters, and analytics UI. Embed Talkbase directly into your E-Commerce platform, CRM, or SaaS app so your users can ask questions, chat with data, and export reports natively.

https://admin.shopify.com/store/fashion-brand/analytics
Tenant Isolated
Shopify Merchant Admin
Gross Revenue
$142,850+18.4%
Repeat Purchase Rate
34.2%+4.1%
Avg Order Value
$98.50+2.8%
Revenue Distribution by Category ($)
$58.4k
Apparel
$38.2k
Footwear
$24.1k
Accessories
$16.5k
Outerwear
Data Genie AIConnected • Read-Only

What drove most of our revenue growth this month?

Apparel and Footwear generated 67% of total sales ($96.6k). Repeat customers spent 2.4x more per order than new visitors.

Repeat Purchase Rate hit 34.2% (+4.1%)

Tenant-Isolated Security

Tokens enforce mandatory `tenant_id` filters so customers only ever query their own database documents.

CSV & Google Sheets Exports

End-users can export any report or raw data table to CSV or sync directly with Google Sheets in 1 click.

Floating AI Data Genie Widget

Embed a floating AI launcher popup button directly into any web app with a single script tag.

Your data should never become a guess.

Talkbase keeps the model focused on schema context and keeps the execution bounded on your side. You can see what ran, why it ran, and what came back.

Read the security model
Credentials encryptedConnection URIs are encrypted at rest and never exposed in the app.
Writes rejectedUnsafe operators and mutations are blocked before execution.
Execution boundedTimeouts, row limits, and rate limits protect the source system.

Put a data assistant inside your product.

Talkbase can power the customer-facing layer too: an embedded assistant for your app, or a report-data API for the interface you build yourself.

Illustrative embedded analytics assistant inside an ecommerce dashboard

Illustrative product view: an assistant can live inside an existing customer portal.

Embed a customer-facing assistant

Configure a connection in Talkbase, issue a short-lived signed widget session, then load the assistant in your product. Every question belongs to the correct tenant and counts toward its query usage.

POST /v1/widget/ask
{ token, question }
Request platform access

Use the report-data API

Create a Business API key and let your own backend fetch a saved report. Build the UI your customers expect, while Talkbase handles safe execution and usage metering.

GET /v1/reports/:id/data
Authorization: Bearer tb_live_...
Read the API guide

The report-data API is available to Business workspaces. The browser script for the embedded assistant is being opened through the platform beta, so public clients never need a private API key.

Turn a good answer into a surface your customers can use.

Talkbase keeps the workflow connected. A question becomes a saved report, reports become a dashboard, and dashboards can travel as a link, a signed embed, or data in your own interface.

AskInspect the MQL
SaveKeep a report
BuildArrange a dashboard
DeliverShare or embed it

One data engine. Different ways to put it to work.

Start with the job in front of you, then grow into the delivery layer when you need it.

For the team closest to the database

Founders and product operators can answer everyday questions without rebuilding the same aggregation pipeline each time. The query stays visible, editable, and safe to review.

Ask. Inspect. Decide.

For a SaaS product with an analytics gap

Use signed dashboard embeds today, then join the platform beta for a customer-facing assistant that lives inside your product.

Platform beta

For agencies and client teams

Keep the reporting workflow repeatable: model the question once, save it, arrange it, then deliver a clear view without handing clients a database GUI.

Join waitlist

Different tools solve different parts of the job.

Talkbase is designed to sit between raw database access and the polished analytics layer you want your team or customers to see.

When you need to...A typical approachTalkbase adds
Explore or edit raw documentsMongoDB CompassTransparent natural-language questions and saved reports, not CRUD.
Build a dashboard from known metricsA charting toolThe path from a question to inspectable MQL before the chart exists.
Ship analytics inside your own appBuild every layer yourselfSigned dashboard embeds, a report-data API, and a metered platform path.
Ask a generic AI assistantCopy data into a chatSchema-aware generation, read-only validation, tenant boundaries, and visible MQL.

The questions worth asking before you connect.

Talkbase is designed for teams that need a useful answer without giving up control of their data.

Does Talkbase send my database data to AI?+

Talkbase gives the model schema context, including field names, types, and optionally limited sample values according to your connection settings. Query results are not sent to the model.

Can Talkbase write to my MongoDB?+

No. The execution layer rejects write operations and unsafe operators. Queries are bounded with limits and timeouts before they reach your database.

Can I embed analytics in my own product?+

Pro workspaces can create public links and signed dashboard embeds. Business workspaces can use the report-data API. The browser-script assistant is opening through the platform beta.

Can an embed be scoped to one customer?+

Yes. Signed embed tokens can carry a scoped payload that becomes a mandatory filter in the delivered view, so the recipient does not receive unrestricted tenant data.

What happens when we reach a query limit?+

Usage is tracked by workspace and plan. Talkbase shows the limit before the workflow is interrupted, then you can wait for the cycle reset or move to a plan with more capacity.

Is Talkbase only for MongoDB?+

MongoDB is the initial focus. That keeps the query engine, schema understanding, and safe execution model precise before additional database adapters are introduced.

Start small. Upgrade when the habit sticks.

Lock in launch pricing while Talkbase is opening to its first teams. Every plan starts with a seven-day trial; paid plans add capacity and the sharing layer.

Starter

For a founder who needs answers today.

$9/month
  • 1 database connection
  • 100 AI queries / month
  • 10 saved reports
Join waitlist

Business

For products that need analytics infrastructure.

$99/month
  • Unlimited connections
  • 2,000 AI queries / month
  • Report API, customer chat + white label
Join waitlist

Be first to ask your data.

We’re opening Talkbase to a small group in five days. Leave your email and we’ll send the invite when the doors open.

No newsletter noise. One launch note, then product updates only.