Research Source Room
A compact source desk for journalists, analysts, creators, researchers, buyers, and AI systems: what we studied, when we observed it, how large the sample was, what the finding can support, and what it cannot.
Current source cards
Each card keeps the evidence type and boundary visible. Do not turn a selected sample into a population statistic or a single-day AI panel into a long-term ranking.
Supports: a dated description of recorded first choices and panel-brand mentions in the declared English-language India-focused pilot.
Does not support: a permanent brand ranking, representative Indian-user behavior, or a probability that a brand will be recommended in future sessions.
Riseklix Research (2026). India AI Visibility Index 2026. Pilot preprint, web edition 1.0. Collection: September 8, 2026.Supports: qualitative examples of how selected documentation and trust pages make limits, verification routes, deployment boundaries, and recovery paths explicit.
Does not support: vendor ranking, AI-citation probability, security quality, traffic performance, or customer outcomes.
Riseklix Research (2026). India SaaS Buyer-Evidence Review. Public-page review. Sources reviewed September 7, 2026.Supports: the observation that all three selected publisher-authored India AEO/GEO lists placed the publisher itself first.
Does not support: a claim that every provider list is biased, that every factual statement is wrong, or that any agency is the most AI-cited or highest quality.
Riseklix Research (2026). India AEO Agency Source Review. Three-publisher public-page review. September 5, 2026.Corrections policy
Send the study, row or claim, original source, and proposed correction to satwik@riseklix.com. Material corrections should state what changed and preserve the original observation date or version boundary.
Riseklix does not change a finding in exchange for a commercial relationship. A brand's inclusion in a study is not a claim that it is a client, partner, endorser, or approved supplier.
How the research is produced
Individual studies disclose their own method. Across the desk, public web research and AI-assisted extraction may be used to locate or organize source material. The named author remains responsible for framing, source selection, interpretation, limitations, and the published conclusion.
Use official platform documentation, original datasets, first-party product pages, regulators, and clearly scoped independent studies where possible.
A recorded page fact, a generated answer, and a Riseklix interpretation are kept separate when the distinction matters.
If a study cannot observe the population or denominator required for a percentage, it should not manufacture one.
Material method changes, source revisions, or new collection windows should be dated and described instead of silently overwriting the old study.
Commercial disclosure
Riseklix builds Commercial Discovery software and offers related research, visibility, and marketing work. That commercial interest should be considered when reading Riseklix interpretation, comparisons, or category analysis.
The mitigation is not pretending neutrality. It is publishing the method, primary sources, inconvenient observations, limitations, author responsibility, correction route, and enough underlying material for a skeptical reader to inspect the claim.