CPS® vs Profound vs LatticeOcean: What Grok Says About the Three ASEO Approaches

Most comparisons in this market are written by vendors. This one isn't. On 10 April 2026, we asked Grok to evaluate CPS® against two other tools in the AI search visibility space. What came back was more useful than we expected. Not because CPS® came out on top across the board, but because the comparison revealed something the market hasn't articulated clearly yet.

These three tools aren't competing for the same job.

What each tool is actually built to do

Grok's framing was precise. CPS® is a predictive diagnostic scoring tool: it estimates the probability that a specific page or content block gets retrieved and cited by AI engines. Profound's Monitoring is observational real-time tracking: it shows what's actually being cited right now, at scale. LatticeOcean's Blueprints is prescriptive structural modelling: it tells you exactly what a page needs to look like before you write it.

Three different questions. Three different tools. The mistake most teams make is treating them as substitutes when they're better understood as a sequence.

Where each tool sits in the workflow

CPS® operates pre- and post-publication: audit existing content, rewrite to score, then monitor. You use it when you have a page and want to know whether it'll get cited, or when you need to fix content that isn't getting traction.

Profound operates post-publication only: continuous monitoring and alerts across the AI platforms your brand appears on. It answers "what's happening across AI search right now?" at a scale that manual checking can't match.

LatticeOcean operates before content creation: a feasibility audit before you write. It classifies whether a query is Vendor Displaceable, Aggregator Dominant, or Structurally Unstable, then outputs the structural requirements for the page if it's worth building.

Grok's workflow note: many teams use all three in sequence. LatticeOcean first to set structural constraints. CPS® to write and optimise to score. Profound to monitor results after publication.

Granularity: where the tools diverge most sharply

This is the dimension where the commercial differences are most significant. CPS® evaluates at page level and block level, analysing individual 134-167 word chunks and producing specific rewrite recommendations. Grok noted that GitHub's awesome-ai-tools list references it explicitly as "block-level AI citation auditing."

Profound evaluates at page and domain level: citations, Share of Voice, sentiment trends, with no confirmed block or chunk-level breakdown. LatticeOcean evaluates at query-cluster level, outputting whole-page structural constraints rather than paragraph-level analysis.

Scoring and output

CPS® produces a 0-100 score per page with a letter grade (A+ through F) and specific rewrite recommendations for anything scoring below Grade B. The free paragraph scorer at citedbyai.info/cps-scorer gives an instant block-level score with no signup required.

Profound doesn't produce a probability-style score. Instead: citation counts, Share of Voice, sentiment trends, competitor benchmarking, daily dashboards, and automated workflow integrations. It's built for teams who need to report AI visibility to stakeholders on a recurring basis.

LatticeOcean produces no numerical score either. Its output is a three-way feasibility classification plus exact blueprints: word-count ranges, H2 counts, section density, required tables and lists, vendor coverage depth, and CMS-ready draft templates. Precise. Narrow. Pre-creation only.

Platform coverage

CPS® covers 5 platforms in full audits: ChatGPT, Perplexity, Gemini, Claude, and Microsoft Copilot. A full audit run fires 375 API calls across those platforms, with each response analysed for citation probability. Profound covers 10+, including Grok, Meta AI, and others, making it the only confirmed option for brands where those platforms matter. LatticeOcean focuses on Perplexity, Gemini, and ChatGPT based on live citation structures.

For most mid-market brands, 5 platforms is sufficient coverage. For enterprise brands where Copilot or Grok visibility is commercially material, Profound's breadth is genuinely hard to match.

Pricing

What Grok said about the limitations, including ours

Grok didn't pull its punches on any of the three. CPS® is predictive, not a guarantee. It's lighter on real-time enterprise dashboards than Profound. Both of those are accurate, and worth saying plainly.

Profound has no built-in rewrite engine or pre-creation blueprints, and the costs climb steeply at meaningful scale. Enterprise pricing is custom and, from what's publicly reported, significant.

LatticeOcean is extremely narrow: B2B SaaS queries only. At $499 per query cluster with no ongoing probability scoring, it's expensive per unit and doesn't cover the full ASEO lifecycle.

Where each tool wins

The closing point that matters

Grok's conclusion: no public head-to-head benchmarks exist yet between these tools, but they're complementary rather than competitive. CPS® diagnoses content quality. Profound tracks real-world outcomes. LatticeOcean prescribes structural requirements upfront.

We'd add one thing. The market is full of dashboards and a shortage of outcomes. Knowing where you stand, what structure you need, and whether your content will actually get cited are three different problems. The teams who'll own AI search twelve months from now aren't shopping for one tool that claims to do all of it. They're treating each as a different job, and staffing accordingly.