Product 02

AEO × KRONOS

AI presence that gets smarter over time. 15-dimension scoring, cross-model tension detection, and a self-evolving prompt library — built on the Dyson Sphere infrastructure.

What AEO × KRONOS provides

AEO × KRONOS measures how visible your brand is in AI-generated answers — across ChatGPT, Perplexity, Gemini, Claude, and DeepSeek. Unlike single-score AEO tools that stop at "you're 62," we score on 15 named dimensions, detect contradictions between models, and ship the fix (FAQ + JSON-LD + llms.txt) in one unit.

The platform runs on a nightly self-evolution cycle: every scan feeds back into the prompt library, the harness grades the output, and the next scan uses a better prompt. You're not just buying a tool — you're subscribing to a system that improves with use.

Built on top of our Dyson Sphere self-evolution infrastructure — the same platform that powers our production EU AI Act Evidence Loop and Audit-Bazaar products — AEO × KRONOS inherits the same verification gates, harness grading, and append-only audit trails. Every score is reproducible. Every fix is traceable. Learn more about the architecture →

5 stacked innovations

Why AEO × KRONOS is different.

01Unique

Unique

15-Dimension Scoring

Other AEO tools ship a single 0-100 score and stop. We score on 15 named dimensions (compression, BM25-match, awareness, tension, language, …) — every score traces back to a specific, measurable signal. Customers don't get "you're 62" — they get "your compression is 0.3, your BM25-match is 0.4, your awareness is 0.5."

15 dimsPer-queryActionable

What's included

15 named dimensions: h, v, c, e, l, r, m, la, er, ss, a, p, ec, vf, x
Per-query breakdown in dashboard
Score reproducibility assertion (within-scenario variance < 0.10)
Dimension profile visualization (15 dots per query)

02Unique

Unique

Cross-Model Tension Detection

When ChatGPT says you're enterprise and Perplexity says you're indie, that's a contradiction. We detect it. No competitor does this. The tension map is the single most leveraged signal in the platform — it tells you exactly where your positioning is broken.

3 voting modelsContradiction mapAuto-flagged

What's included

3-LLM voting: GPT-4o + Claude Sonnet + DeepSeek V3
Confidence-weighted RRF fusion
Append-only tension_map.jsonl (queryable audit log)
Contradiction scoring 0-1 per pair + fix recommendations

03Unique

Unique

DST Trend — Citation Velocity

We don't just snapshot your score. We trend it weekly with the DST (Domain Signal Tracker) — an append-only JSONL audit log. You can see whether your fixes are working, which dimensions are moving, and how fast. 220+ unit assertions back the trend chart.

Weekly samplesAppend-only log15-dim trends

What's included

Weekly DST samples, append-only JSONL
Per-dimension trend chart (15 lines, not 1)
30+ day history on Pro+, longer on Business+
Score-velocity calculation: rising / falling / stable

04Unique

Unique

KRONOS — Self-Evolution Loop

The tool gets smarter over time. Every scan feeds the KRONOS nightly cycle: harness grades the output, prompt-evolution rewrites underperformers, the next scan uses a better prompt. You're not just subscribing to a score — you're subscribing to a system that improves with use.

Nightly cycleAuditable logGets smarter

What's included

Nightly KRONOS cycle (cron-scheduled)
Prompt-evolution with auditable log (data/kronos/)
Generation count + before/after score comparison per generation
Admin panel visibility: /admin/prompts (when deployed)

05Unique

Unique

Generated Fixes — FAQ + JSON-LD + llms.txt

We don't just diagnose, we ship the fix. For every low-scoring query, lib/fix/content.ts generates a writer-ready content brief: FAQ section, FAQPage JSON-LD schema, llms.txt block. The fix is one unit. Copy, paste, ship.

Writer-readyJSON-LD includedllms.txt included

What's included

FAQ section: 3-5 questions with 40-60 word answers
FAQPage JSON-LD schema (validated via schema.org)
llms.txt block (formatted per llmstxt.org)
Traceable to source 15-dim scores, one-shot per query

Plus: Cross-Customer Insights (Sprint 4, anonymized) — see how your category performs in aggregate, with strict PII redaction via salt-based anonymizer.

Live Status

Deployed, verified, audited.

220+Test assertions

15Live dimensions

3LLM models in voting

250+Simulation scenarios

✓Audit log (DST)

✓Self-evolution (KRONOS)

All figures reflect actual deployed services, real test coverage, and audited append-only logs. See the simulation report for the full 375-run breakdown.

Tension detection — in detail

When the same brand gets two different stories.

A tension is when the same brand gets contradicting recommendations from different AI models. Example: when asked "best product analytics tools for B2B SaaS," GPT-4o says "Acme is great for indie teams" (position 3) while Claude says "Acme is for enterprise" (position 1). Same query, same brand, opposite positioning.

This is the highest-leverage signal in AEO. Other tools show you a score; we show you a contradiction. The tension map is auditable (append-only JSONL), queryable, and ships as a fix recommendation: which pages to write, which positioning to lock in.

tension_map.jsonl (excerpt)

              {"tension_id":"TEN-AEO-000042","ts":"2026-07-23T08:14:22Z",

               "claim_a":"best product analytics tools for b2b saas → high score (87)",

               "claim_b":"best product analytics tools for b2b saas → low score (31)",

               "contradiction_score":0.91,"invention_potential":0.88,

               "status":"open","source_scan_ids":["scan-r3","scan-r1"]}

Every tension is auditable, queryable, and actionable. The fix recommendation tells you which pages to write, which positioning to lock in, and which dimension is causing the contradiction.

Pricing

From free. Scales with your needs.

01Free

Free

Free — $0

For: Solo founders validating the concept.

1 entity, 10 scans/month
15-dim score (preview)
Tension detection visible but gated
Public demo CTA

Choose Free →

02Most Popular

Starter — $19/mo

For: Content Marketing Managers, SEO Leads.

3 entities, 50 scans/month
15-dim + Tension detection
Generated fixes (FAQ + JSON-LD + llms.txt)
Cross-customer insights (anonymized)

Choose Starter →

03Pro

Pro

Pro — $79/mo

For: Founders, solo consultants.

10 entities, 250 scans/month
+ DST trend (15-dim, append-only)
+ KRONOS insights + audit log
Overage at $0.40/scan

Choose Pro →

04Business

Business

Business — $199/mo

For: Marketing teams (3+ users).

50 entities, 1,000 scans/month
Multi-user, role-based access
All Pro features + 6 months history
Overage at $0.30/scan

Choose Business →

05Agency

Agency

Agency — $499/mo

For: Agency owners with 10+ clients.

20 clients, 5,000 scans/month
White-label (Q1 2027)
Cross-customer insights
Overage at $0.20/scan

Choose Agency →

Pay-per-go

No subscription. Drop-in for one-off users.

$0.50/scan · First scan free (email capture). Perfect for agencies pitching clients or consultants doing one-off research. Overage discounts apply on all subscription tiers.

Learn more about pay-per-go →

All tiers include: append-only DST audit log, 220+ tested assertions, cross-LLM verification (3 voting models), 15-dim scoring. View full pricing & FAQ →

Comparison

vs Profound, Otterly, Peec, MaxAEO, Temso.

Feature	AEO × KRONOS	Profound	Otterly	Peec	MaxAEO	Temso
Multi-dim scoring	15 dim	single 0-100	single 0-100	single 0-100	9 dim	single 0-100
Cross-model tension detection	✓	✗	✗	✗	✗	✗
DST trend (per-dim)	✓ 15-dim	partial	✗	✗	✗	partial
Self-evolution (KRONOS)	✓	✗	✗	✗	✗	partial (agent)
Generated fixes (FAQ + JSON-LD + llms.txt)	✓ on Starter+	✗	✗	✗	partial	$199+
Free tier	✓ 10 scans/mo	✗	✗ (trial)	✗ (trial)	✗	✗ (trial)
Public pricing	✓	gated	✓	✓	✓	✓
Entry price	$19	$99 (1 engine)	$29	$95	$19	$29

Pricing verified 2026-07-23. Competitor pricing changes without notice — re-verify on vendor sites. See full competitor analysis →

Get started

See your AI visibility in 90 seconds.

Free tier gets you 1 entity, 10 scans/month, full 15-dim score. No credit card. Upgrade when you're ready — pay-per-go also available for one-off users.

Start free View full pricing