Querri 2.0 vs Toki: Features, Pricing & Which Is Better (2026)

A side-by-side comparison of Querri 2.0 and Toki — features, pricing, and ideal use cases — to help you decide which AI tool fits your workflow.

Querri 2.0

Querri

Paid

A conversational AI data analyst that cleans datasets and delivers instant charts, tables, and insights in plain English.

Data Cleaning & Preprocessing: Automatically detects and fixes common data issues (missing values, inconsistent types and formats) so datasets are ready for analysis without manual cleaning.
Natural-Language Chat Interface: Supports conversational queries in plain English, interpreting user questions and converting them into appropriate analyses and results.
Automatic Visualizations: Generates clear charts, graphs, and tables matched to the query, allowing users to immediately see trends and summaries.
Drill-Down Recommendations: Recommends places to explore further and suggests follow-up slices or queries to deepen insights.
Non-Technical UX & Guided Workflows: Designed for business users with guided prompts, templates, and an easy-to-use interface that reduces reliance on analysts.
Resources & Learning Center: Includes guides, tutorials, and documentation to help users learn analytics workflows and get the most from the platform.
Natural language chat interface for querying data
Automatic data cleaning and preparation
Instant generation of charts, graphs, and tables
Suggested drill-downs and next-step analyses
Resources and documentation for learning and onboarding
Designed for non-technical users and team workflows

Ad-hoc Business Questions: Non-technical managers ask sales or marketing questions in plain language and receive charts and explanations instantly for meetings or reports.
Data Cleaning Prior to Analysis: Clean messy CSV exports from multiple sources quickly so teams can move directly to insight generation.
Exploratory Analysis: Analysts and product managers use the chat interface to discover trends, outliers, and segments and then drill down into promising areas.
Report & Dashboard Preparation: Generate visualizations and summary tables that can be exported or copied into presentations and reports.
Onboarding & Training: New team members use the learning center and conversational interface to understand company data and common metrics without deep SQL skills.
Iterative Investigation: Business users follow Querri's suggested drill-downs to perform iterative investigations without needing a BI engineer for each question.
Non-technical business users asking ad-hoc questions of company data
Teams exploring datasets and generating visual reports quickly
Rapid data cleaning and preparation for analysis
Producing charts and tables for presentations or dashboards
Guided analysis and discovery via suggested drill-downs

Orion Arm

Freemium

AI executive assistant that reaches out to attendees to book meetings, architects your day, and tracks tasks across synced calendars.

Attendee Coordination: Toki contacts meeting attendees itself to find a time that works for everyone, removing the availability back-and-forth entirely.
Scheduling Links: Calendly-style booking links for cases where a shareable link is simpler than having Toki negotiate a time.
Proactive Day Architecture: Toki plans the day ahead of time, balancing protected deep-work blocks against urgent demands rather than just recording events.
Natural Multimodal Input: Voice notes, screenshots, quick texts, and half-formed requests are all accepted and connected into the right events, reminders, and tasks.
Personal Preference Memory: Toki learns how you work, how you plan, and what you prefer, improving its scheduling decisions the longer you use it.
Triggers: Tell Toki a condition to watch — a price, a deadline, a release date — and it monitors and pings you when the condition is met.
Conflict Resolution: Smart scheduling detects and resolves calendar conflicts across synced calendars instead of double-booking.
Call Me Alerts: For things you truly cannot miss, Toki escalates from a notification to an actual phone call.

External Meeting Booking: Getting a meeting with several outside attendees on the calendar without a chain of availability emails.
Deep Work Protection: Having an assistant proactively reserve focus blocks and defend them against incoming requests.
Multi-Calendar Consolidation: Keeping personal iCloud, work Google, and Outlook calendars coherent in one view without manual duplication.
Capture on the Move: Sending a voice note or a screenshot of a flyer and having it become a dated event or reminder.
Deadline Monitoring: Setting a trigger on a stock price, a product release, or an application deadline and being pinged when it fires.
Critical Reminder Escalation: Receiving a phone call rather than a dismissable notification for appointments that cannot be missed.