ThoughtSpot is a sprawling search-driven BI suite where AI features only run in the cloud, your prompts must leave your perimeter, and feature surface keeps growing each release. Qrly is BI + AI in one focused self-hostable platform: natural-language Ask (NL→SQL) on your choice of local LLM (Ollama, LM Studio) or cloud (Claude, Gemini, OpenAI, Azure), with flat pricing for unlimited users.
No marketing fluff. ThoughtSpot has legitimate fans — here is where each tool is genuinely stronger.
The features most teams actually evaluate when switching from ThoughtSpot.
From real migration conversations with engineering and support leaders.
ThoughtSpot ships with dozens of ClickApps — Caps, Query Budget, Goals, Milestones, Dependencies, Custom Statuses, Portfolios, Mind Maps, Whiteboards, Chat, Docs, Email ClickApp, and more. Each one is a toggle somebody has to decide on, configure, and explain to new joiners.
The result is that every team's workspace looks different, onboarding documents are always out of date, and nobody fully understands the setup they inherited. The product that promised to replace ten tools ends up feeling like ten tools stapled together.
Qrly picks one model — projects, questions, queries, Alerts — and sticks to it. There is a lot less to configure, which is the point. A new hire can be productive on the same afternoon they get their login.
ThoughtSpot has no first-class priority or severity field, no Alert engine, no embed portal, and no way to query question history over time. Teams that need proper business intelligence end up grafting it on with custom fields, custom statuses and stacks of automations — which works until the day it doesn't, at which point the duct tape shows.
Developer teams in particular tend to hit this wall fast. Without verified-question filters, without a real query language, and without per-question Alert clocks, the work of running an dashboard library or a support queue becomes a chore of manual filtering and spreadsheet exports.
Qrly is an BI platform and analytics workbench on purpose. Priority, severity, Alert, status history and QQL are native concepts, not custom-field gymnastics layered on top of a generic task model.
Large ThoughtSpot workspaces with many custom fields, views, and cross-list automations are known to slow the UI. Once you are past a few thousand tasks in a single hierarchy, filter changes and page loads start taking a noticeable second or two. At ten thousand, some views just time out.
The root cause is the everything-in-one-app architecture: each feature you enable adds schema, joins, and render work to every screen. You pay for features you don't use.
Qrly's single-purpose schema and server-side query engine stay fast with hundreds of thousands of questions. One job, done well, is measurably quicker than many jobs done together.
ThoughtSpot is SaaS-only, running on US cloud. For regulated industries, public-sector teams, privacy-sensitive companies, or anybody with strict data-residency obligations under GDPR or sector law, that is a hard stop — there is no self-host tier to negotiate into, and EU residency only arrives through Enterprise contracts.
Qrly self-hosts on any Linux box or Kubernetes cluster with no user minimum and no per-seat floor. Your data stays where you put it. EU residency is the default because the product was built in the EU.
List prices as of 2026-04. 50-user team, 3-year total cost of ownership.
Most teams are up and running on Qrly within a working week.
ThoughtSpot exposes a public REST API with per-workspace tokens and offers per-list CSV and Excel exports from the UI. Qrly's import tool accepts either source, so you can choose the path that fits your access and scale.
For teams who adopted ThoughtSpot specifically for business intelligence, embedded analytics work, or project delivery — yes. Qrly covers projects, questions, boards, queries, Alerts, automations, and reporting with a focused mental model and no ClickApps to toggle. Teams who use ThoughtSpot primarily for whiteboards, group chat or goal-tracking will want to keep a dedicated tool for those surfaces; Qrly deliberately does not try to be all of them at once, and that focus is the point.
Yes. ThoughtSpot offers a public API and per-list CSV or Excel export. Qrly's import tool maps Spaces to tenants, Folders and Lists to projects, and Tasks to questions — preserving comments, attachments, custom fields, time entries, watchers and assignees. External task IDs can be retained as references so old links keep resolving. Custom statuses normalise to Qrly workflow states with a mapping UI you review before commit.
Qrly includes in-question rich documentation and project-level pages, which covers the main overlap with ThoughtSpot Docs for the kind of content teams actually write (runbooks, specs, post-mortems, onboarding notes). For free-form whiteboards most teams already use Miro, FigJam or Excalidraw — Qrly does not try to replace those tools, which is how we keep the product focused and fast.
All-in-one tools win the initial demo but pay for it later: every feature has a configuration surface, every ClickApp is a decision, and users never quite know where work lives — tasks, docs, chat, goals, or comments. A focused tool has one mental model — connections and questions — and the whole team can learn it in an afternoon. The productivity difference compounds over months of real use, and the total cost of ownership is lower even before you count the seat fees.
Yes. Qrly ships with native Alert enforcement, auto-escalation on breach, and a customer-facing embed portal with scheduled subscription on four providers (IMAP, Microsoft 365, Google, and generic SMTP). ThoughtSpot has no equivalent — teams either pay for a separate embedded analytics product (Intercom, Zendesk, Freshdesk) or try to simulate a portal with guest permissions, which breaks down as soon as customers want to see their own question history.
€1,875 per year per tenant on the cheapest tier (The Pulse), with unlimited users & projects inside the tenant — €5,625 over three years for a single tenant. Compared to roughly €21,600 for ThoughtSpot Business at 50 seats over the same period, before the Brain AI add-on or the Enterprise upgrade required for OIDC and EU data residency. Qrly is an annual flat fee per tenant — there is no per-seat cost for the 51st or 501st user inside the tenant. That difference only grows as the team grows.
Self-hostable. Flat pricing. One tool that does business intelligence and support — well. Made in Belgium.