A complete analytics product, shipped this sprint.
Querri replaces 6–10 data tools with a single white-label embed — dashboards, conversational AI, and automation, fully branded as yours, live in days.
| Account | ARR | NPS | Usage (30d) | Status |
|---|---|---|---|---|
| GlobalTech Solutions | $248K | 72 | 94% | On Track |
| Meridian Financial | $186K | 65 | 87% | On Track |
| Atlas Healthcare | $142K | 48 | 62% | At Risk |
| Pinnacle Logistics | $118K | 41 | 45% | Churn Risk |
| Summit Education | $96K | 58 | 78% | On Track |
| Vanguard Retail | $84K | 35 | 38% | Churn Risk |
| feature_theme | request_count ↓ |
|---|---|
| Document Management and Organization | 107 |
| Permissions And Access Control | 100 |
| Engagement Management & Tracking | 76 |
| Sign-Off Tracking and Management | 67 |
| Request Import and Export Features | 65 |
| Navigation and Cross-Referencing | 55 |
| Bulk Request Management and Operations | 43 |
- Document Management (107) and Permissions & Access Control (100) are your clear priorities - nearly 2x the mid-tier themes
- Engagement Management & Tracking (76) and Sign-Off Tracking (67) round out the top tier
- The top 15 themes represent 828 total requests averaging 55 per theme, with the lowest still at 35 requests
- Heavy concentration at the top suggests focusing development resources on the #1 and #2 themes will satisfy the most users
“We spent months trying to get these answers… With Querri, we got the same thing in minutes.”
“Querri has revolutionized how Digital Ignite organizes and utilizes data… we can ask deeper, more strategic questions.”
“Querri cut analysis time by 75%, from 6 hours to 30 minutes.”
Your team faces two inadequate options today.
Both drain your engineering team. Neither gives your customers what they actually need.
The traditional data stack
Messy data → cleaning tools → data lake → ETL → BI tool. Bolted together on an unstructured foundation, maintained by engineers who should be building your core product.
- Expensive licenses for Sisense, Power BI, Tableau — $100K+ per year
- Dedicated engineering resources to maintain pipelines and dashboards
- Still can't answer ad hoc questions without filing a ticket
- Every customer request for a new report becomes a sprint item
DIY with LLMs
Bolt ChatGPT or Claude onto your data and call it “AI analytics.” It's a cool demo. It's not a product.
- High hallucination risk — your brand is on the line when the AI gets a number wrong
- No compounding knowledge — every chat is a one-off, not repeatable or auditable
- Black box reasoning with no transparency into how answers were generated
- Still consumes engineering resources and still needs the traditional stack underneath
There's a third path: a complete analytics product, white-labeled under your brand, deployed in a day instead of a year.
From integration to insight in four steps.
Configure with AI
Install the Querri CLI. Paste a single prompt into your AI coding tool and it walks your dev through data, users, theming, and embedding — no calls with us required.
Brand
Your domain, logo, colors, login page, and email templates. Use the CLI, the visual configurator, or both. Your brand is the entire experience.
Connect
Plug in your customers' data sources. Databases, cloud storage, business apps, and files — auto-cleaned and unified without pipelines.
Launch
Your customers start asking questions in natural language and getting visual answers immediately. Dashboards or conversation — configurable per tenant.
A complete analytics product, under your brand.
This isn't a charting library or a BI iframe. It's the entire analytics product your customers interact with — maintained, improved, and scaled by a team whose only job is getting this right. Some of your customers want dashboards. Some want narrative answers. Querri serves both modes, configurable per tenant, so your analytics adapts to how each customer actually consumes data.
Conversational Analysis
End users ask questions in natural language and get visual, accurate answers. No SQL, no training.
Agentic AI
Multi-step analytical workflows: cleaning, analyzing, validating, and presenting — autonomously.
Agentic Data Lake
Auto-schemas, smart relationships, zero-ETL ingestion. Parquet-native, no warehouse to provision.
AI-Powered Data Cleaning
Deduplication, joins, normalization, intelligent file preprocessing — built in.
Dashboards & Visualization
Drag-and-drop dashboards, scheduled refresh, shareable views your customers can build themselves.
Automation
Scheduled reports, recurring analysis, smart notifications, export workflows.
Enterprise Security
Row-level and column-level access, SOC 2 Type II, audit logging — enforced on AI queries too.
Data Connections
Databases, warehouses, SaaS apps, cloud storage, and file uploads — unified without pipelines.
Built for your engineering team, not against them.
Two paths. Both clean, both production-ready. Choose the one that fits your team.
Launch in days
- ✓Visual embed builder — generates production-ready code, no manual wiring
- ✓Single line of JavaScript — drop into any frontend
- ✓Share Key auth — for public or read-only embeds
- ✓No backend changes required
Launch in a sprint
- ✓4KB SDK, zero dependencies — React, Angular, Vue, or vanilla JS
- ✓Server Token auth — multi-tenant RBAC with per-user identity
- ✓Event system — ready, error, session-expired, navigation
- ✓Multiple independent embeds per page — separate auth and state
- ✓MCP-compatible + AI CLI — supports MCP, plus a CLI that goes further: any AI coding tool can configure and query Querri natively, without learning our APIs
Your brand. Every pixel.
This isn't a “slap your logo on it” white-label. It's indistinguishable from a native product.
Custom domain + SSL
analytics.yourdomain.com with automatic Let's Encrypt or custom certificate
Full visual identity
Logo, dark mode logo, favicon. Primary brand color cascades across all UI.
Advanced theming
Tailwind config overrides, CSS custom properties, predefined themes
Branded login
Custom background, welcome message, SSO with your identity provider
Email templates
Custom sender name, branded invitations, password resets, sharing notifications
Support routing
Your help center, your status page, your support widget
Attribution removal
Premium tier: full removal of any Querri attribution
Enterprise security that extends to AI.
Tenant isolation
Each customer's data is its own secure boundary. No cross-tenant access without explicit authorization.
Per-user identity & RBAC
Server Token auth, SSO, and MFA. Row-level and column-level security enforced on AI queries too.
AI boundary enforcement
Hidden columns excluded from AI context entirely. Masked columns return masked values; aggregate-only columns restrict to statistical operations.
Unified audit log
Every query, share, API call, AI interaction, embed, export, and admin action — in one stream.
Encryption key management
AWS KMS and Azure Key Vault. Keys never tied to user accounts.
Compliance alignment
Aligns with PCI-DSS, HIPAA, and ISO frameworks. BAA available for healthcare use cases.
High availability
Multi-AZ deployment with automated failover and disaster recovery.
Embed-layer security
Origin verification, iframe sandboxing, credential isolation in the embed layer.
The economics of building it yourself.
| Build In-House | Keep Your BI Stack | Querri White-Label | |
|---|---|---|---|
| Time to production | 12–18 months | Already live, but static | Days |
| Engineering investment | 6–8 dedicated engineers | 2–4 FTEs maintaining integrations | Your existing team, one sprint |
| First-year cost | $900K–$1.6M+ | $100K–$200K+ in licenses alone | A fraction of one engineer's salary |
| Ongoing maintenance | 2–3 FTEs permanently | Dashboard requests = sprint backlog | Included — updates, capabilities, scaling |
| Conversational AI | Build from scratch | Not available — separate tool needed | Built in, with 30-turn reasoning |
| AI accuracy | Competing priority among many | Bolt-on copilot — unreliable, no transparency | The only thing we do |
| Scope | Grows into a product line you own | Dashboards only — no chat, no automation | Complete product, maintained by Querri |
Already paying $100K+ for Sisense, Power BI, or Tableau? Querri replaces them — with conversational AI at the core — at a fraction of the cost. Every dollar and engineer-month you spend building or maintaining analytics is a dollar and engineer-month not spent on what makes your product unique.
Analytics isn't just a cost saver. It's a revenue driver.
Increase stickiness
Customers who use embedded analytics churn less. Data access becomes a reason to stay on your platform, not a reason to leave.
Premium tier enablement
Offer analytics as a paid add-on or differentiated tier of your product. Querri becomes a feature your customers pay more for.
Competitive moat
The platform with embedded conversational analytics wins over the one that links out to a separate BI tool. Your customers stay in your product.
Your data is more valuable than what your customers
can access today.
You've built the platform. You're capturing the data. Querri turns that into an analytics experience your customers will pay more for.
Healthcare Software
EHR platforms, clinical workflow tools, and care coordination software where providers need to analyze patient outcomes, operational metrics, and compliance data — all under HIPAA.
- ✓ AI boundary enforcement keeps PHI out of conversational queries
- ✓ HIPAA BAA available — compliance built in, not bolted on
- ✓ Multi-facility views with per-location access controls
Financial Services & FinTech
Wealth management platforms, lending software, and payment processors where end clients expect portfolio analytics, transaction reporting, and risk dashboards.
- ✓ Row-level security ensures each client sees only their data
- ✓ SOC 2 Type II and PCI-DSS alignment for regulated environments
- ✓ Automated client reporting replaces manual quarterly decks
Logistics & Operations
Fleet management, supply chain, property management, and facilities software where operators need real-time visibility across locations, assets, and cost centers.
- ✓ Multi-tenant views — centralized data, per-location dashboards
- ✓ Cross-source joins unify fleet, warehouse, and finance data
- ✓ Scheduled refreshes and automated exports keep ops dashboards current
Professional Services & Agencies
Consulting platforms, staffing software, and agency management tools where clients expect reporting on project performance, utilization, and ROI.
- ✓ Client-facing reporting portals — no separate BI login needed
- ✓ Auto-generated wraps turn data into presentation-ready decks
- ✓ Per-client data isolation with branded analytics experience
See it with your brand.
Explore a white-labeled Querri instance in our interactive sandbox, or talk to our team about your specific use case.