CiteLens vs Palmata: Which AEO Tool Should You Use in 2026?

Salesforce closed its acquisition of Contentful on September 1, 2026, and one of the assets that came with it was Palmata, a five-month-old answer engine optimization tool most marketers outside the AEO niche had never heard of.

That single date is the reason this comparison exists now and not in July. Before the close, CiteLens and Palmata were two young, independently funded startups selling roughly the same promise: tell a brand where it stands inside ChatGPT and Gemini answers, and what to do about it. After the close, one of them sits inside a company with 4,800 existing enterprise content customers and a roadmap into Salesforce's Agentforce.

The other one does not, and that changes which tool is the safer multi-year bet for a marketing lead who has just been asked "do we show up in AI answers." It changes that answer without either product's actual feature list moving an inch.

The verdict: who should pick which

Pick CiteLens's Growth tier if you want to track brand citations across the widest set of AI engines for the least money, and you are not already running your content stack through Salesforce. At $249 a month it tracks four engines and 75 prompts, which is more coverage per dollar than anything else in this piece.

Pick Palmata's Sounder Discovery Agent if your company already runs Salesforce Customer 360 or Agentforce, and what you actually need answered is why an AI engine describes your brand the way it does, not just how often it gets cited. Its causal research is something CiteLens does not attempt, and $600 a month is a rounding error against an existing enterprise Salesforce contract.

Neither is the right pick for a solo marketer or a five-person startup with no Salesforce relationship and no need for causal research yet. That reader should skip to the alternatives near the bottom, or start with whichever principal's free tier costs nothing to try.

What CiteLens costs, tier by tier

CiteLens runs five pricing tiers, all self-serve and listed with exact numbers on its own pricing page, which is unusual in this category.

Source: CiteLens pricing page, accessed September 21, 2026. Growth and Pro carry overage pricing of $0.06 and $0.05 per extra engine call. Pro is the first tier with public API access, and Agency adds white-label branding for agencies managing several client accounts at once.

CiteLens's pricing page, captured September 21, 2026. The Growth tier's "Popular" badge sits at $249 a month for 75 tracked prompts and four AI engines.

What Palmata costs, tier by tier

Palmata prices differently: fewer tiers, and a credit system layered under the two paid ones instead of a hard monthly cap.

Source: Palmata pricing page, accessed September 21, 2026. Credits cost $10 each and expire after 365 days. A Basic report costs 30 credits and an Advanced report 60, so even a Growth subscriber burns through the monthly allotment on two or three full reports before paying for more.

Palmata's pricing page, captured September 21, 2026. Note the "from Salesforce" tag directly under the logo, the clearest on-page evidence of the acquisition discussed below.

The free tiers make the contrast concrete. CiteLens gives you a live, refreshing dashboard on ten prompts forever, no card required. Palmata gives you one deep, one-time report on 450 prompts and then asks you to subscribe for the next one. Neither approach is wrong. CiteLens optimizes for ongoing tracking; Palmata optimizes for a single thorough diagnosis you can act on before deciding whether to pay monthly.

Which engines each one actually watches

This is the number buyers get wrong by reading the homepage instead of the pricing page. As of this writing, CiteLens lists ChatGPT, Perplexity and Claude as live, with Gemini, Copilot and Google's AI Overviews marked "coming soon." Palmata's paid Growth tier covers ChatGPT and Gemini only, and its free tier is ChatGPT alone.

Put plainly: between these two, only CiteLens tracks Claude and Perplexity today, and only Palmata tracks Gemini at any price. A brand that gets most of its AI traffic from Perplexity's answer boxes has one real option here. So does a brand whose customers ask Anthropic's Claude.

A brand whose customers live inside Google's ecosystem and ask Gemini has the other option instead. Neither tool currently monitors OpenAI's own GPT-6 Astra responses inside Microsoft Copilot; both list Copilot as "coming soon" rather than live.

How each one explains the "why"

CiteLens's Citation Explorer shows which URLs get cited for a given query and attaches a 95% confidence interval to its citation-rate numbers, a level of statistical honesty most tools in this category skip entirely. It tells you the score and the source behind it.

Palmata's Sounder Discovery Agent goes a step further and tries to explain the score. Contentful's own description, from coverage of the launch, calls it an "ambient listening station that observes, learns, and synthesizes the signals that influence AI-generated answers," continuously building context around a business and its competitors rather than running a fixed prompt list on a schedule.

That is the product's real differentiator. It is also the reason Palmata's reports are priced in $10 credits instead of a flat monthly fee: a deep research pass costs more compute than a citation count does.

Where CiteLens wins

Four reasons a buyer picks CiteLens over Palmata, in the order they usually come up in a vendor comparison spreadsheet:

• Multi-engine coverage on a startup budget. At $249 a month, Growth tracks four engines and 75 prompts. The equivalent Palmata spend, $600, tracks two.
• Perplexity and Claude specifically. If your buyers research through either engine, Palmata currently cannot see them at all, at any price.
• Agency work. The $1,499 Agency tier's white-label branding and 50-workspace ceiling are built for a firm running AEO for multiple clients, a use case Palmata's public plans do not mention.
• A free tool that stays free. CiteLens's ten-prompt free tier renews every month with no card on file. Palmata's free report is one and done, and the next one costs credits.

Where Palmata wins

Four reasons a buyer picks Palmata over CiteLens, and every one of them assumes an enterprise budget rather than a startup one:

• Enterprise teams already inside Salesforce. If your company runs Agentforce or Customer 360, Palmata's stated roadmap points toward the same platform your content and CRM data already live in.
• Understanding causation, not just citation counts. The Sounder Discovery Agent's Adaptive Deep Research is built to answer why an engine characterizes a brand a certain way, a genuinely different research task than CiteLens's citation tracking.
• Simulated Impact. Palmata models how a proposed content change might shift an AI answer before you make it, a forecasting feature neither CiteLens nor most of the category offers.
• Governance and support at scale. Palmata's Enterprise tier is built for organizations that need custom credit allotments, priority support and annual contracts, the procurement shape a large company's legal team expects to see.

Who's actually behind each product

CiteLens is still an independent company as of this writing. Its public materials do not name outside institutional investors, and its pricing page is the only place it discloses anything about company scale.

Palmata is Contentful's product, and Contentful is now a wholly owned Salesforce business, folded into the Customer 360 and Headless 360 stack after the deal Salesforce first announced on June 1, 2026 and completed on September 1. Contentful said in its own announcement that it would keep operating with the same platform, APIs and support model, with deeper Agentforce integration on the stated roadmap.

That corporate fact matters more here than it would for most software categories, because AEO tooling is inherently short-lived infrastructure: the AI engines it tracks change their citation behavior on their own schedule, and a vendor's survival past the next funding cycle is part of what you are paying for. Palmata inherits Salesforce's balance sheet. CiteLens inherits whatever its own revenue and any private funding provide, neither of which is disclosed publicly.

The Salesforce question

The obvious objection to everything above is that Salesforce's backing makes Palmata the safer choice regardless of price or engine count, because a startup the size of CiteLens could shut down and a Salesforce product line generally will not.

That is a real risk, worth naming rather than waving away. But it cuts both ways. Contentful's own messaging describes Palmata's roadmap as deepening its Agentforce integration for "dynamic, AI-assembled content delivery," which reads like Palmata's future value is increasingly tied to being inside the Salesforce stack specifically, not to standing alone as an AEO tool a non-Salesforce buyer would pick on its own merits.

A team with no Salesforce contract and no plan to get one is buying into that roadmap for no direct benefit. CiteLens's independence is a business risk and a product-focus advantage at the same time.

Switching cost, if you have already picked one

Moving between the two is not free, and almost nobody mentions this part. CiteLens's tracked prompts and historical citation data live inside its own dashboard; there is no exporter that maps its prompt library into Palmata's credit-based report structure, so switching means rebuilding your prompt set from scratch. Palmata's Sounder Discovery Agent similarly builds up context about your brand and competitors over successive reports, per Contentful's own description of the Adaptive Deep Research feature, and that accumulated context does not transfer either.

In practice this means the free tiers are the real trial. Run CiteLens's ten-prompt free plan and Palmata's one-time Advanced report side by side before committing a monthly budget to either, because the switching cost afterward is a re-run of your onboarding, not a simple data export.

Data handling

Neither company publishes a detailed SOC 2 or data-residency page as prominently as its pricing tiers, which is worth flagging rather than glossing over. Palmata's Enterprise tier is the one place either vendor explicitly names "enterprise governance" as a feature, which suggests deeper compliance documentation exists on request at that tier rather than published openly.

If your monitoring involves feeding competitor or customer conversation data into either tool, the way Sprinklr LLM Insights explicitly does with its own "real customer conversations" prompt generation, ask for the data processing agreement before the trial ends. Not after the first invoice arrives.

Test both in an afternoon before you commit

Neither vendor requires a call to start a trial, which is unusual enough in enterprise software to be worth using. Sign up for CiteLens's free plan, load your ten highest-intent prompts, the ones a real customer would type before buying, and read what ChatGPT, Claude and Perplexity actually say back. Then spend one of Palmata's free Advanced report credits on the same brand and read the Sounder Discovery Agent's explanation for why those answers look the way they do.

You will know within an hour which question you actually have: how often do we show up, or why do we show up the way we do. CiteLens answers the first question well and does not attempt the second. Palmata answers the second and treats the first as a byproduct of the research, not the product.

Buying the wrong one of the two is a common mistake in this category, and it shows up across every vendor comparison in HokAI's own AI search visibility roundup: teams buy a citation counter when they needed a research tool, or the reverse, because the homepage copy for both categories sounds identical.

What would flip this recommendation

Two developments would flip the recommendation above. First, if Palmata adds Claude and Perplexity coverage to its Growth tier, matching CiteLens's engine count, its $600 price stops looking like a coverage gap and starts looking like a research-depth premium worth paying more often.

Second, if Contentful folds Palmata's pricing into its own Content platform tiers rather than selling it standalone, buyers get a reference point: Contentful's Team plan lists at roughly $489 a month according to Vendr's pricing data, below Palmata's current $600 Growth tier. Neither shift has landed as of today, September 21, 2026.

If neither one fits: three tools that measure differently

• 0 tracks ChatGPT, Gemini and Perplexity and builds its prompts from real customer conversations rather than a generic list, but it publishes no self-serve pricing at all. Every path on its product page leads to "schedule a demo," which rules it out for a team that wants a number before a sales call.
• 0, a YC-backed (W24) startup, takes a different approach entirely. Instead of measuring whether ChatGPT, Gemini and Perplexity cite you correctly, it gives enterprises a context layer to publish verified sources so those engines have accurate material to cite in the first place. That is fixing the input, not grading the output.
• 0 bundles LLM visibility tracking and llms.txt generation into a broader SEO audit tool with 75-plus checks, rated 4.8 out of 5, with a free plan and paid tiers up to $49 a month. It is the right pick for a team that does not want a dedicated AEO subscription on top of an SEO tool it already pays for.

If neither one fits: two tools solving an adjacent problem

• 0, from DISQO, answers a narrower question than either principal: whether your advertising spend is driving incremental brand mentions inside ChatGPT, Gemini and Perplexity. It is an attribution tool for a media budget, not a general citation tracker, and it is the wrong pick unless that specific question is the one you were asked.
• 0 is not a citation tracker at all. It tells you what to write and where competitors are weak for traditional search ranking, and it is easy to confuse with this category because it increasingly sells itself alongside AEO tools. If your actual job is deciding what your next article should cover, MarketMuse answers that question and neither CiteLens nor Palmata does.

For a broader read on the whole category, HokAI's AI search visibility roundup covers ten-plus tools including the ones named here. The separate AI search engines guide covers the engines themselves rather than the tools that watch them, and HokAI's full AI search visibility category lists every tool in the space at once.

The turn nobody asks about

Set the enterprise question aside for a moment. A four-person marketing team at a Series A startup does not care whether Palmata's roadmap points toward Agentforce. It cares whether $249 a month at CiteLens's Growth tier, or the free tier for a first pass, tells it something actionable this quarter.

For that reader, the Salesforce acquisition is a curiosity, not a decision input, and the verdict collapses to the pricing tables above: more engines, lower price, no enterprise contract required. Read them with your actual budget line in front of you, not the headline story about who owns which company.

A simpler way to frame the whole decision, stripped of either brand name: are you trying to count something, or understand something? Counting is cheaper, faster to set up, and tells you where you stand this week. Understanding costs more, takes longer to pay off, and tells you what to actually change.

Most teams asked to "check our AI visibility" for the first time only need the count. The understanding step matters once you already know the number and it has stopped moving in your favor, which is usually a quarter or two later, not on day one.

If that second stage arrives, budget for it separately rather than trying to make one subscription do both jobs badly. A monitoring tool stretched into a research tool produces vague dashboards nobody trusts; a research tool used for daily tracking burns credits on a job a flat monthly fee would cover for less. Buy the tool that matches the question you are actually asking this quarter, and revisit the decision when the question changes.

Whichever one you pick, run its free tier against your own brand name before the first invoice lands. CiteLens's ten free prompts or Palmata's one Advanced report will tell you in under a day whether the category is worth paying for at all, and Smart Match can help narrow the rest of the AEO shortlist if neither principal turns out to fit what your specific engines and budget need.

Frequently asked questions

Is CiteLens or Palmata better for tracking ChatGPT citations?

Both track ChatGPT. CiteLens's Free tier includes it at no cost with ten tracked prompts, and every paid tier keeps it. Palmata's free Advanced report also covers ChatGPT only, so for ChatGPT-specific tracking on a budget, CiteLens's recurring free tier beats Palmata's one-time report.

Does either CiteLens or Palmata track Perplexity?

CiteLens does, on every tier including Free. Palmata does not track Perplexity at any price as of September 2026, according to its own pricing page. A brand that gets meaningful traffic from Perplexity answers has one real option between these two.

What does the Salesforce acquisition of Contentful mean for Palmata users?

Salesforce completed its acquisition of Contentful, Palmata's maker, on September 1, 2026. Contentful said it would keep operating with the same platform, APIs and support model, with deeper Agentforce integration planned. Existing Palmata customers should see continuity in the near term, with tighter Salesforce ties over time.

Is CiteLens or Palmata cheaper for a small team?

CiteLens. Its Free plan costs nothing and renews monthly with ten tracked prompts; its Starter tier is $79 a month. Palmata's only ongoing paid plan starts at $600 a month, with its free tier limited to a single one-time report rather than continuous tracking.

Can I switch from CiteLens to Palmata or back without losing data?

No clean export path exists either direction as of September 2026. CiteLens's tracked prompt history stays in its own dashboard, and Palmata's Sounder Discovery Agent builds accumulated brand context report over report that does not transfer. Test both free tiers before committing a monthly budget to either.

Covered in this guide

• CiteLens: CiteLens tracks brand and site citations across ChatGPT, Perplexity, Claude and Gemini, from a free-forever plan up to its top Agency tier.
• Palmata: Palmata is Contentful's AEO platform, built around a proprietary research agent that investigates why AI answer engines characterize a brand a certain way and recommends the content changes most likely to shift it.
• AI Search Lift: DISQO AI Search Lift measures whether advertising drives incremental brand mentions inside ChatGPT, Gemini and Perplexity, launched July 1, 2026.
• Anthropic's: Anthropic, founded 2021 by 7 ex-OpenAI researchers, builds Claude and was valued near $965B after its May 2026 Series H round.
• Claude: Anthropic's July 2026 flagship LLM, with a 1M token context window by default and a new xhigh reasoning-effort mode for long agentic runs.
• Gemini: Gemini 3.1 Pro hits 94.3% GPQA Diamond and 80.6% SWE-bench Verified with a 1M-token context window and sparse MoE architecture.
• Gemini: Google (Alphabet, NASDAQ: GOOGL), founded 1998, serves 8B+ monthly Search users with Gemini 3.5, 190,820 employees, and $402.84B FY2025 revenue.
• GPT-6 Astra: OpenAI's flagship model, launched September 2026 as the first ever rated at the Preparedness Framework's Critical cybersecurity level.
• MarketMuse: AI-powered content intelligence platform that tells you what to write and how much to rank higher where competitors are weak.
• ChatGPT: OpenAI builds the GPT-5.6 model family (Sol, Terra, Luna), o3, ChatGPT (900M+ weekly users), and the OpenAI API. Closed a $122B round at an $852B valuation in March 2026, the largest private funding round in history.
• Perplexity: Perplexity AI searches the live web and returns cited, source-backed answers, used by 45 million monthly users with plans starting free.
• SeaOcean: SEO audit platform with 75+ checks plus AI Search Optimization (GEO) tools, LLM visibility tracking, and llms.txt generation. Rated 4.8/5, with a free plan available.
• Senso: Senso is a YC-backed (W24) context layer that lets enterprises publish verified sources so ChatGPT, Gemini and Perplexity cite them correctly.
• Sprinklr LLM Insights: Sprinklr LLM Insights tracks brand visibility, sentiment and recommendations across ChatGPT, Gemini and Perplexity, built from real customer conversations, launched June 2026.

Sources