Reading the C&EN GEO Dashboard

What the toggles do, what the sections below the score mean, what you're looking at when you open a query, and how to read change over time.

Sample dataEvery number on this page is illustrative, not live. For current results, open the dashboard above.
01 · The score

Share of Voice

The big number at the top is C&EN's slice of every tracked citation, C&EN's plus every tracked competitor's, blended across five AI engines. The five smaller tiles are the same math, one engine at a time.

Overall SOV
31%
▲ vs last week
ChatGPT
34%
AI Overviews
27%
Perplexity
36%
Claude
29%
Gemini
25%
Share of VoiceC&EN citations divided by all tracked citations for that query set. A competitive ratio, not a raw count.
PresenceThe smaller number under each tile, where the dashboard shows one: how often C&EN was cited or named at all, win or lose against competitors.
The delta arrowChange versus a run at least a week old, never a same-day rerun, so it reflects real movement.

Each tile also carries a small gray trend line, the most recent weekly runs. Click any tile and that number's full history opens directly beneath the row. Section 06 covers what you'll see there.

02 · Two toggles

Scope and View

Two controls change what you're looking at. Neither one re-runs anything, both just reslice the data already on the page.

Scope — on the Share of Voice section

UnbrandedBrandedAll

Unbranded queries never say “C&EN” outright, so they're the cleanest read on whether C&EN gets surfaced unprompted. That's why it's the default.

Branded queries do name C&EN. All blends both. This one control drives the score tiles, the category breakdown, and Most-cited sources all at once.

View — on the Query matrix section

ClassicThe Data

Classic is the original flat table, one row per query, nothing to click.

The Data adds query IDs and opens a full detail panel when you click a row, section 05 below. Same underlying numbers either way, just more or less depth.

Don't mix these up: the status bar above the score also has a dropdown called “Scope” (Core / Extended / All) next to the Run Now button. That one picks which tier of queries a fresh run executes. Same word, unrelated control.

There is a third switch, Now / Over time, in the header next to the link to this guide. It swaps the whole page between the current snapshot and the change-over-time view. Everything you've read so far describes Now. Section 06 describes Over time.

03 · Below the score

The other four panels

Coverage MapWhere C&EN shows up per engine, at a glance.
Most-cited sourcesEvery domain cited across all five engines, C&EN included, ranked.
SOV by categoryThe same Share of Voice math, split out by category instead of blended.
Priority mapQueries plotted by impact × winnability. Click a cell to filter the matrix to it, click again to clear.
04 · The query matrix

Filters and row codes

Five filters narrow the table: Tier, Type, Impact, Winnability, and a dropdown to re-rank the Cited Leaders column for one engine instead of blended.

Tier Core / Extended / Probe Type Branded / Unbranded / Leadership Impact 1–5 Winnability 1–5 Leaders by engine blended, or one engine
MC mentioned & cited
C cited only
M mentioned only
– absent
met the win condition

Cited leaders are every tracked brand ranked by citations, blended across the five engines by default. Use “Leaders by engine” to re-rank for a single one.

05 · The part with the most data

Reading a query

Switch to The Data view and click any row. Here's what opens, and what each piece means.

Q014What are the most reliable sources on the latest developments in this field?
Win condition: C&EN cited as a source · Core · Unbranded · Beat
The headerThe exact question sent to every engine, its win condition, tier, type, and category.
Five engine cardsOne per engine, identical layout, see the example card at right.
Local shareC&EN's share of the tracked brands that showed up in that one answer.
0%competitors appeared, C&EN didn't
–nothing measurable, no tracked brand came up at all
★ Leads the fieldOnly appears when C&EN scores strictly higher than every other tracked brand detected in that specific answer. A tie doesn't count, even a tie for first.
Full answer textEvery card has a toggle to read the engine's real response, not a summary.
HistoryAt the bottom of the panel, one strip per engine showing the last several measured runs, plus any logged actions aimed at this query. Section 06 explains the strip.
ChatGPTMC
C&EN is 1 of 3 tracked brands in this answer
C&EN · cited Competitor A Competitor B
competing-outlet.comwikipedia.orguniversity.edu
Win condition pass · positive ★ Leads the field
One of five identical cards, ChatGPT / AI Overviews / Perplexity / Claude / Gemini.
Below the five cards: one rollup, “Cited sources across all five engines,” every source the engines linked for this query other than C&EN itself, with tracked competitor publications marked. This is the view for “when C&EN isn't the source, who is.” There is no earned-media sorting here on purpose: C&EN is the press, so the only distinction that matters is C&EN, a competing publication, or something else.
06 · Change over time

Reading the dashboard across runs

The dashboard re-measures every Monday. Everything above describes one run at a time; this section covers the views that line runs up side by side, and how to get back.

Way in, one number
Perplexity   21% ▼
Click any of the six score tiles. That number's history opens right under the tile row, with the same chart the full view uses. Click the tile again, or the Close button, and it folds away. Click a different tile and it swaps. Nothing else on the page changes.
Way in, everything
NowOver time
Use the switch in the header, or the “Everything over time” link at the right of the Scope row (also inside any expanded tile). The whole page changes to the trend view. To get back, click Now. Your Scope choice carries across; nothing is lost either way.
Which runs count. Trend lines use cadence runs only: the weekly Monday runs, the monthly and quarterly sweeps, and the first full baseline. Manual reruns (a Run Now click, a verification run) stay in the archive but are left out, so a same-day rerun never reads as a trend. The page says how many runs each line is drawn from.

What the Over time view shows, top to bottom

Share of voice over timeOne line, in whichever Scope is selected. A hollow dot marks the first full baseline sweep. The pill beside the controls states the typical week-to-week move for this line, measured from the runs themselves.
Numbered markersDashed vertical lines with a number: entries from the actions log. A circle is something the team did; a square is a change to how the dashboard measures, and numbers on either side of a square are not comparable. A dashed marker tagged detected was found automatically by the dashboard run from the client's own feeds and filings (press releases, investor relations, public filings) and has not been reviewed yet; treat it as provisional until someone confirms or removes it.
By engine, by categoryThe same line, one small chart per engine and per category, on a shared scale so shapes compare honestly. Each carries its current value and its change across the selected range.
What moved, query by queryQueries that changed in the range: how many engines C&EN is present on now, the change in engines since the start of the range, and a run-by-run strip. Click a row to open that query in the Now view.
Actions logEvery logged action with a before-and-after readout. Detail below.
Range4 weeks, 8 weeks, or all runs. Narrows every chart and the movers table at once.

The strips

A strip is one cell per measured run, oldest on the left. Two places use it, with two different colorings.

In the movers table darker means C&EN was present on more of the five engines that run; gray is absent everywhere; a dashed cell means the query wasn't measured that run.
In a query's History block one row per engine: dark for named and cited, mid for cited only, light for named only, gray for absent. The text beside it, “present on 3 of 7 runs,” is the number to carry, not any single cell.

Extended and Probe queries only re-run on the monthly and quarterly sweeps, so their strips are mostly dashed. That's expected, not missing data.

The actions log

An action is anything the team did that might move a query: a story or package that went live, an existing page edited for AI visibility, a site change, a distribution or licensing deal. Each entry names its date, what it was aimed at (queries, a category, or an engine), and gets a readout.

2
Explainer package published · Sept 2 · published
1.0 of 5 engines before (Sept 1)→2.0 after (Sept 7), same queries
The targeted queries gained about 1 engine on average after this date. For scale, roughly 11% of engine results flip in a normal week with no action, so a gain that holds across the next two runs is worth taking seriously; a gain on one run is not.

The readout compares the last weekly run before the date with the first run at least three days after it, counting only queries measured in both, and puts the normal week-to-week noise next to the change. It deliberately never says “caused.” Read it as “here is what the numbers did around this date, and here is how big a move would have to be to mean anything.”

Logging an action. Click “Log an action” at the top of the actions log. It gives you a short template: date, type (published, updated, site, distribution, or measurement), title, outlet, a one-line summary, the queries or category it was meant to move, and one sentence on what you expect to shift. Fill it in and send it to The Media Copilot; it shows up on the dashboard with the next update, with its before-and-after computed automatically. Naming the target queries is the part that matters most, since that is what the readout is measured against.
Reading it honestly. These answers are stochastic. About one in nine engine results flips from one weekly run to the next with nobody doing anything, and the overall share of voice line moves about half a point on its own. A single query flipping on a single engine for a single run is noise. A change that holds for two or more runs, across more than one engine, is a signal. The page shows both yardsticks so you don't have to remember them.