In 2021 at Sisense, I found a pile of NPS responses, buried user reviews, and support tickets that nobody had time to read.
A dashboard that pulled signals from noise, categorized, contextualized, and told a story that PMs could act on without spending weeks in the data. It cut time-to-insight by 75%. More importantly, it revealed things the structured research had missed entirely. That instrument became the origin of GlintSphere.
The Methodology
The problem space as described in the research was not the one lived by the people inside it.
Structured UX research is powerful. User interviews and carefully designed studies paint a precise picture. But they paint it inside a frame that someone has already defined. Wide-scale industry research maps the forest. It cannot tell you which tree is rotting in your specific clearing.
There is a third source that almost nobody uses systematically.
Unsolicited testimonials. People venting in forums. Practitioners complaining in subreddits. Users leave reviews nobody reads. Unguarded, unfiltered, unmonitored. Rant is gold. When you contextualize it, analyze it emotionally, and triangulate it, it becomes the most honest signal in your problem space.
While mapping 319 unsolicited testimonials at BlueHour, I found what I now call the persona gap. C-suite knowledge of AI failure: minimal, filtered, shaped by what people felt safe saying upward. Working-level knowledge: visceral, specific, and almost never reaching the decision-makers. That distance is structural. Invisible to surveys. Inaudible in interviews. It only appeared in unofficial conversations.
That finding gave the product team transparency into their market that no commissioned research could have provided.
The pipeline
The 7-Step Sequence: Once I understood that the real signal lives in unmonitored spaces, and that AI gives you the instruments to hear it at scale, the methodology built itself. It's not about prompts. It's about a structured 7-step sequence. Each step triangulates the findings of the last, sharpening the picture until the noise becomes a precise map of the pains that actually drive failure.
The Human-in-the-Loop: The pipeline provides the overview, but it's designed for the Human Expert. By presenting a pre-validated map of evidentiary coherence, I allow founders and specialists to bypass the labor of "dredging" and invest their strategic judgment where it counts: the high-stakes decisions.
The Tiers: I founded GlintSphere.pro to share methodologies that break the limitations of DIY prompts.
- The Ego Map: A free, self-serve starting point (Opening in Beta shortly).
- The Feel the Pain Analysis: A dual-lens pain map built from hand-curated testimonials.
- The Compass: A strategic UX audit to detect the gap between product and problem space.
The pipeline is the foundation. The analysis is the edge.
