Two tools, two share-of-voice numbers
Each vendor scores sentiment its own way and counts syndication differently. The comparison was never valid, it just looked like it was.
Consumer & Retail
FMCG & Personal CareAyurveda & WellnessFood & BeverageDairy & Ice CreamBeauty & CosmeticsFashion & ApparelJewellery & GoldCommerce & Technology
E-commerce & D2CFood Delivery & Quick CommerceConsumer Tech & AppsSaaS & Enterprise TechTelecomHealth, Education & Media
Healthcare & HospitalsPharma & Life SciencesEdTech & EducationMedia & EntertainmentYou and every tracked rival read through the identical engine, across press, social and AI answers. Same methodology on both sides, which is the only way the comparison means anything.
Each vendor scores sentiment its own way and counts syndication differently. The comparison was never valid, it just looked like it was.
A rival's share climbs four points. Volume tells you it happened. It doesn't tell you what the coverage argued, which is the part you could act on.
A competitor has a bad week. By the time it surfaces in a monthly report, the window to position against it has shut.
If your number and their number came from different methodologies, the comparison was decoration. One engine is what makes it evidence.
Most brands notice in the monthly report, which is roughly a week after it stopped being useful.
A tracked rival's negative coverage climbs sharply, read on the same engine as yours, so the shift is real rather than a methodology artefact.
Four points of category conversation move across press, social and AI answers, and you can see exactly which channel carried it.
Not only that they dropped, but what the coverage is actually arguing, which tells you whether this is a durable opening or a one-day story.
Two engines begin hedging about them on a comparison prompt you both appear in. That shift outlasts the news cycle, because models update slowly.
Content Studio builds a competitive-angle piece from what is actually happening, without ever naming them.
The same numbers land in the report with how they were measured attached, so the claim survives the first sceptical question.
Press, social and AI-answer presence measured identically for you and every tracked rival.
What is being argued about each brand, not just how loud each one is.
Who the engines recommend when a buyer asks your category's real questions.
Positioning built from a rival's actual week, never naming them.
Outlets running them and not you, ranked by how winnable they look.
Thin comparisons are labelled thin rather than presented as a confident lead.
Illustrative numbers. Your workspace runs on your brand's real data from day one.
Press + social + AI · 30 days
Sentiment gapYou vs category
Rival 2 · this week
Everything is included. These are the ones this job leans on most, in order.
Every monitoring tool's page is wall-to-wall claims. Here is where the honest line sits.
It scales with your plan, and each tracked rival gets the full treatment: share of voice, sentiment, narrative and AI-answer comparison.
Yes. Competitor hashtag and keyword tracking runs on the same basis as your own, which is what makes share of conversation meaningful.
No. Competitive-angle drafts use the positioning opening without naming the rival, which is both better practice and safer.