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 GEO 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 GEO Brand Visibility snapshot and a one-tap path straight into your live scorecard—executive tone, zero guesswork. When your team is ready, we coordinate a fast enablement so the feed matches how you brief the board today.
Own the narrative. With proof.
Run your first diagnostic in under 60 seconds. No credit card. Just the ground truth on your brand's AI presence.