Why I Am Building Rixx: Hitendra Singh Choudhary's Founder Story
Hitendra Singh Choudhary explains the product conviction behind building Rixx as an AI-native research workspace.
I am Hitendra Singh Choudhary, founder and CEO of Rixx. I am building Rixx in Jodhpur, Rajasthan, around a simple conviction: AI research should not end with a fluent answer. It should leave you with sources you can inspect, context you can continue, and work you can turn into a chart, report, note, or reusable Insight.
The gap is between an answer and finished work
Search is good at discovery. Chat is good at interaction. Notes are good at keeping fragments. Chart tools visualize data, and document editors package conclusions. Research often crosses all of them. The costly part is not only finding information; it is carrying the evidence and reasoning from one step to the next without losing provenance, caveats, or momentum.
That is the gap Rixx is designed around. It begins with cited AI search, but the product is not meant to be only an answer engine. Supported files can become context. Follow-up questions can refine the investigation. Data can become a chart when a visual is justified. A larger synthesis can become a report. Findings can be saved and organized instead of vanishing into a chat history.
Why citations are central
AI can compress the distance between a question and a plausible response. That makes verification more important, not less. A source trail gives the reader somewhere to push back. It exposes stale pages, mismatched scope, weak authority, and unsupported wording. A citation is not a truth badge, but it changes the answer from a closed assertion into an inspectable research object.
The product I want to build does not ask people to trust a confident paragraph. It helps them inspect what the paragraph rests on.
What Rixx is today
An AI-native search and research workspace available on the web.
Source-backed web answers with visible citation context.
Document-aware research for supported PDFs, images, screenshots, notes, tables, and other files.
Chart and report creation when the evidence and configured tools support the output.
Writing outputs, generated files, and organized Insights where available.
Connected services only after a user explicitly connects and authorizes them.
Those boundaries matter. Features can vary by plan, selected model, file type, and connected service. Rixx does not currently document a public unauthenticated API, SDK, CLI, or public MCP server. It does not replace professional judgment. Clear boundaries are part of trustworthy product communication.
What I am optimizing for
Continuity
A question should be able to grow into a research thread without forcing the user to reconstruct the context in another tool.
Inspectability
Important claims should lead back to evidence, and document-grounded answers should remain distinct from public web claims.
Useful outputs
The result of research is often not an answer. It is a briefing, comparison, visual, draft, report, or decision note. The workspace should respect that destination.
Honest limits
A research product should say when evidence is missing, contradictory, stale, or outside its capability. Product direction should be described through current principles, not unannounced promises.
The work ahead
Rixx’s direction is to make source-backed, document-aware research more coherent and reusable. That statement is deliberately about the problem, not a release calendar. The right product will evolve through the quality of its current workflows, feedback from real use, and disciplined decisions about what belongs in the research loop.
A founder’s standard for product claims
Rixx should be described through behavior people can inspect today. If a capability depends on a plan, model, file type, or connected service, that condition belongs in the description. If a user has not connected a private service, Rixx should not imply access. If a workflow produces a chart or report, the source evidence and limitations remain the user’s responsibility to review.
This standard can make marketing less dramatic, but it makes the product more understandable. I would rather state a useful boundary than create an expectation the current product cannot meet. The same applies to performance claims: without a documented method and verified data, there should be no invented percentage, ranking, or customer outcome.
What building in public responsibility means
Use official product pages and the changelog for current behavior.
Correct stale descriptions when the product changes.
Distinguish documented capability from an active connection in a user’s account.
Avoid implying certifications, compliance, or security properties that are not documented.
Treat user feedback as evidence to investigate, not as a ready-made testimonial.
Describe future direction without promising dates or unannounced releases.
I am building Rixx because knowing is more demanding than receiving an answer. It requires evidence, context, revision, and judgment. The product’s job is to make that work clearer.
Final decision test
Before using this guidance, return to the actual decision and test it against Hitendra Singh Choudhary, Rixx founder, Rixx story, and AI research startup. Record which evidence is direct, which conclusion is inferred, which facts can change, and who will review the result. Check the strongest counterexample, preserve source dates and definitions, and stop when missing evidence could reverse the decision. A useful output should remain understandable without hidden chat context and correctable when a source changes. Do not convert an unavailable fact into an estimate, an example into a testimonial, or a product direction into a promise.
