Product
The GEO-native diagnostic framework
Seven proprietary systems engineered for the brand leader. Unlike legacy tools that bolt on a generic API wrapper, Enso is built on a GEO-native grounding stack — longitudinal monitoring and cross-engine synthesis for characterization at the token level. Board‑ready artifacts follow. In the live scorecard, trend modals pair MoM, QoQ, and YoY views with on-chart value labels, optional competitor lines you can toggle off, and dimension colors that match the bars you already scan.
The five GEO dimensions
Every dimension is measured on a 0–100 scale where 100 represents total narrative control.
Awareness
Inclusion Quotient — frequency and prominence in category-wide generative syntheses. A higher score means you read as a first-tier reference when buyers ask about your industry.
Authority
Source Grounding Score — citations tied to your primary, high-authority documentation versus third-party noise. A higher score means the model weights your official truth ahead of gossip mills.
Sentiment
Narrative Alignment Index — how closely characterization matches your intended value proposition and tone. A higher score means the model reads as a faithful brand ambassador.
Consistency
Cross-engine agreement — independent scoring runs should describe your brand the same way. A higher score means less drift between runs, not a different story each time.
Defensibility
Narrative Durability Score — how much contrary data or competitor noise it takes to degrade your position in the model’s summary. A higher score means deep-rooted, outsider-resistant narrative control.
Dimension scores are computed inside the Enso Proprietary Engine™ — redundant passes and agreement checks before a number is published to your scorecard.
Enso Consensus Engine™
Two perspectives. One engineering standard.
Our proprietary multi-model consensus architecture runs redundant diagnostic passes to isolate hallucinations. We don’t just prompt — we verify agreement across independent neural networks before a score is allowed to ship.
- Identical brief and grounding envelope on every redundant pass
- Disagreement surfaces as a first-class review signal, not noise
- Consensus-qualified GEO Brand Visibility with period-over-period movement
AI inference chip
Brand A
GEO Brand Visibility
Source-grade integrity filtering
Grounding that clears the boardroom bar.
Enso applies proprietary source integrity rules before evidence touches your scorecard. Star-rating mills, employer gossip boards, and other low-trust hosts are filtered or capped; a small number of high-signal forum threads may clear the bar when they match the same density checks as news rows. Trustworthy publishers still carry most of the weight in the citeable set.
- Leadership sees fresh, citeable objects chosen for defensibility, not noise
- Headline scores trace to sources your team can open, verify, and forward
- One methodology story: evidence first, credibility weighted, board ready
Live market research - key sources
Illustrative panel. Each diagnostic still evaluates a wider live web window and the full signal set behind your scorecard; these ten rows are representative [Sn] highlights your leadership team can cite, not the entire research pack.
- S1ft.com
…raised Series C, citing enterprise demand…
Alex Chen · Mar 2, 2026
- S2gartner.com
…named in Gartner MQ for cloud observability…
Gartner Research · Feb 18, 2026
- S3g2.com
…4.6 average enterprise reviews, 500+ responses…
Jan 2026
- S4databricks.com
…Databricks revenue run rate surpasses $5B…
Company news · Feb 9, 2026
- S5revefi.com
…Snowflake vs Databricks: cost and performance comparison…
Apr 3, 2026
- S6forrester.com
…Forrester Wave names leaders in cloud data platforms…
Forrester · Mar 14, 2026
- S7amazonaws.com
…AWS and Databricks expand strategic collaboration…
Partner brief · Feb 9, 2026
- S8eweek.com
…Enterprise buyers prioritize AI ready data stacks…
Editorial · Jun 27, 2024
- S9techtarget.com
…Benchmark results: query latency vs hyperscalers…
Dec 2025
- S10idc.com
…Analyst note on data lakehouse adoption in F500…
IDC · Jan 22, 2026
What stays out: unverified forums, gossip style hosts, and spammy review mills never become [Sn] citations.
Longitudinal monitoring
Watch the gap close — or widen.
Each diagnostic is a longitudinal snapshot you can line up over time: GEO Brand Visibility, proprietary dimension set, locked competitive benchmarks, and category-relative position — charts a CMO can scan in a weekly readout without re-running the machine. Dimension and competitive trend modals share the same calendar logic: month-over-month (rolling twelve months through your latest audit), quarter-over-quarter, and year-over-year buckets, each using the latest qualifying run in every period.
- MoM, QoQ, and YoY toggles on both single-dimension and vs.-competitors trend plots
- Dimension progress bars use the same color system as the trend lines for instant scanability
- Export the longitudinal data set as a research-ready CSV
- Automated narrative delta report
- Forensic markers on trend variance
Authority trend · Brand A
Authority values above the line; peer-set index below on one month (illustrative). The live scorecard uses the same MoM / QoQ / YoY controls on every qualifying dimension.
Competitive benchmarks
Lock in three competitors. We do the rest.
Type your brand, pick a context. We auto-suggest the three competitors most likely to crowd your AI-citation space and let your CMO swap any of them. Every diagnostic benchmarks against that locked set, so trends stay apples-to-apples month over month — including multi-line competitive trend plots where your brand reads as the primary series.
- Auto-detection from category context
- One-click swap to override our picks
- Per-competitor delta vs. your brand
- Competitive trend modal: show or hide each competitor line without leaving the chart
Locked competitor set
Brand A
YouBrand B
Brand C
Brand D
In the product, open vs. competitors on any GEO dimension to plot your brand with the locked set — then use per-name toggles to hide lines when you want a cleaner read for the board.
Executive brief
The Executive Brief.
Cross-engine synthesis is distilled into a single, high-fidelity strategic readout — decisive language your leadership can forward, not hedged generalist prose.
- Written to sound decisive, not tentative
- Calls out competitors when the move is meaningful
- Refresh if you want another pass at the same window
AI executive summary
Brand A lost 18 pts on Defensibility across 4 diagnostics while Brand B gained 12, opening a 30-pt overall gap.
Workflow integrations
Slack and Microsoft Teams — a weekly strategic pulse where you already work
Enso offers an optional leadership ritual your CMO can adopt without adding another tab: a polished weekly card in Slack or Microsoft Teams with your latest strategic evidence snapshot and a one-tap path straight into your live workspace—executive tone, zero guesswork. When your team is ready, we coordinate a fast enablement so the feed matches how you brief the board today.