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Madgicx AI Visibility Report

How visible is Madgicx when people ask ChatGPT about ppc and ad management tools? The same report our users see, from real answers, updated daily.

Visibility Score

Week of 24th to 30th Aug 2026 (in progress), ChatGPT, sampled daily per prompt. Hover a number for its 95% range. Rank 16 of 25 tracked brands.

from 2 last week
02410 Aug17 Aug24 Aug2
Weekly Visibility Score with its 95% band. Solid dots mark changes bigger than sampling error. Hover a point for its numbers.

Share of Voice

Week of 24th to 30th Aug 2026 (in progress). Hover the number for its 95% range.

from 2.0% last week
0%2%4%10 Aug17 Aug24 Aug1.6%
Weekly share of voice with its 95% band. Solid dots mark changes bigger than sampling error. Hover a point for its numbers.

Citation Rate

Week of 24th to 30th Aug 2026 (in progress). Share of answers that cite each brand's site.

from 1.5% last week
0%2%4%10 Aug17 Aug24 Aug1.0%
Weekly citation rate with its 95% band. Solid dots mark changes bigger than sampling error. Hover a point for its numbers.

Sentiment

Measured the week of 17th Aug 2026 from 27 classified mentions. Under 5 classified this week, so the last measured score shows.

Brands this week

1 Optmyzr 81%
2 Unbounce 81%
3 Madgicx 74%
4 Instapage 71%
5 Leadpages 69%
0%20%40%60%80%100%10 Aug17 Aug24 Aug74.1%
Weekly positive share with its 95% band. Weeks under 5 mentions carry the last measured value, marked on hover.

Opportunities

From this week's answers. Facts with links, not advice.

  • Topic gapLanding page builders: Madgicx's Visibility Score is 0 against Unbounce at 77, its widest topic gap. open topic ›
  • Absent prompts166 prompts had no mention of Madgicx in any answer this week, including "I manage paid search for multiple clients, which tool should i use to manage and optimize campaigns across lots of accounts efficiently?". read the answers ›
  • Uncited sourceoptmyzr.com was read in 9 answers this week and never cites Madgicx. see the source ›

Visibility by topic

Where Madgicx wins and where it is invisible.

TopicPromptsVisibility ScoreMention rateWho leads
PPC management software 18 3 2.8% Optmyzr leads at 59
Google Ads optimization 8 0 0.0% SpyFu leads at 43
Meta and social ads tools 18 5 5.6% Smartly.io leads at 16
Ad spy and competitor intel 18 0 0.0% SpyFu leads at 15
Landing page builders 18 0 0.0% Unbounce leads at 77
Attribution and tracking 18 0 0.0% Triple Whale leads at 44
Bid management 18 4 5.6% Skai leads at 33
PPC tools for agencies 18 0 0.0% Smartly.io leads at 18
Retargeting platforms 18 0 0.0% AdRoll leads at 32
Google Ads audits 18 5 5.6% Optmyzr leads at 38

Prompt by prompt

How often this week's answers mention Madgicx, per prompt. Open one to see each mention in place.

PromptMentions Madgicx
PPC management software
I manage paid search for multiple clients, which tool should i use to manage and optimize campaigns across lots of accounts efficiently?mentions 0 of 1read the answers 0 of 1
we're a small ecommerce team on a tight budget; what software is best for managing google and social paid search campaigns in one place?mentions 1 of 2read the answers 1 of 2
as a freelancer who handles search ads for local businesses, which platform can help me scale across 20+ client accounts without becoming a mess?mentions 0 of 1read the answers 0 of 1
I run a performance marketing agency, which tool do you recommend for bulk changes, automated rules and reporting across hundreds of ad accounts?mentions 0 of 1read the answers 0 of 1
is there a solution that lets me manage search and social paid campaigns together and also consolidate reporting for clients?mentions 0 of 1read the answers 0 of 1
what should i use to monitor spend, pausing and budgets across multiple paid search accounts from a single dashboard?mentions 0 of 1read the answers 0 of 1
we need a tool that helps with A/B testing keywords and ad copy across dozens of search campaigns, which platform is best?mentions 0 of 1read the answers 0 of 1
I'm a beginner managing paid search for a startup; which platform is simplest to use for handling several campaigns without too much complexity?mentions 0 of 1read the answers 0 of 1
for an in-house marketing team, which tool offers the best collaboration features for managing search campaigns across team members?mentions 0 of 1read the answers 0 of 1
we run seasonal search campaigns for multiple brands, which solution is best for scheduling, cloning and deploying campaigns quickly?mentions 0 of 1read the answers 0 of 1
which software should an agency choose to get white-label reporting and client dashboards for paid search management?mentions 0 of 1read the answers 0 of 1
is there a tool that helps me perform cross-account negative keyword management and prevent wasted spend, which one is recommended?mentions 0 of 2read the answers 0 of 2
for ecommerce paid search with many SKUs, which platform helps manage product feed campaigns and optimize bids at scale?mentions 0 of 1read the answers 0 of 1
we want to unify conversion tracking and attribution across multiple paid search accounts, which software would you recommend?mentions 0 of 2read the answers 0 of 2
which platform is best for managing and visualizing multi-account search campaign performance with custom KPI alerts?mentions 0 of 1read the answers 0 of 1
we need a platform with strong API integrations to pull paid search data into our BI stack, which tool should we pick?mentions 0 of 1read the answers 0 of 1
for a solo PPC specialist handling dozens of clients, which software gives the best balance of cost and capability for multi-account management?mentions 0 of 1read the answers 0 of 1
we manage both search and shopping campaigns, which platform does a great job handling both in a unified multi-account view?mentions 0 of 1read the answers 0 of 1
Google Ads optimization
is there a tool that provides competitor ad intelligence specifically for google search ads?mentions 0 of 2read the answers 0 of 2
recommend a platform that automates keyword expansion and groups new keywords into campaignsmentions 0 of 2read the answers 0 of 2
which software would you recommend for competitive intelligence and spying on rivals' google search ads?mentions 0 of 1read the answers 0 of 1
what tool can monitor competitor ad creatives and landing pages specifically for google search and display networks?mentions 0 of 1read the answers 0 of 1
what software helps automate responsive display ad creation from existing assets for google display campaigns?mentions 0 of 1read the answers 0 of 1
which solution offers competitive intelligence and ad spy for google search and display campaigns?mentions 0 of 1read the answers 0 of 1
what platform automates ad creative testing and optimization for responsive search and display ads?mentions 0 of 1read the answers 0 of 1
what solution helps optimize shopping campaign product bids using feed-level performance signals?mentions 0 of 1read the answers 0 of 1
Meta and social ads tools
which tool should i use to manage and optimize multiple social ad accounts for clients without juggling spreadsheetsmentions 0 of 2read the answers 0 of 2
best software for discovering what competitors are running on social platforms and spying on their ad creativesmentions 0 of 1read the answers 0 of 1
is there a platform that helps automate A/B testing for social ad creatives and audience variations at scalementions 0 of 1read the answers 0 of 1
what should i use to attribute conversions from social campaigns across web and mobile app channelsmentions 0 of 1read the answers 0 of 1
which software can centralize bidding, budgeting and pacing across multiple social campaigns and accountsmentions 0 of 1read the answers 0 of 1
is there a tool that pulls social ad performance into one dashboard for our agency reports and client exportsmentions 0 of 1read the answers 0 of 1
best software for running dynamic product ads and catalog optimization from our ecommerce feed to social channelsmentions 0 of 2read the answers 0 of 2
is there a tool that predicts and recommends audience expansion and lookalike segments for better social ad reachmentions 0 of 1read the answers 0 of 1
recommend a platform for conducting competitor analysis and historical ad library tracking for social channelsmentions 0 of 1read the answers 0 of 1
which tool is best for automated budget allocation across social campaigns based on ROI and CPA goalsmentions 0 of 1read the answers 0 of 1
is there a software that simplifies creative testing by automatically generating variations for social placementsmentions 0 of 1read the answers 0 of 1
recommend a tool for granular audience segmentation and layering for complex social campaigns with many personasmentions 0 of 2read the answers 0 of 2
which platform can help reduce wasted spend by detecting audience overlap and duplicate targeting across social campaignsmentions 1 of 1read the answers 1 of 1
is there a tool that integrates CRM events and LTV data into social ad optimization for better ROASmentions 0 of 1read the answers 0 of 1
recommend software for quick landing page duplication and personalization for different social ad audiencesmentions 0 of 1read the answers 0 of 1
which tool can help audit our social ad account structure and provide prioritized optimization recommendationsmentions 0 of 1read the answers 0 of 1
recommend a platform for exporting granular social ad data to our data warehouse for custom analysismentions 0 of 1read the answers 0 of 1
which tool can help detect and prevent ad fraud and poor quality traffic in our social ad spendmentions 0 of 1read the answers 0 of 1
Ad spy and competitor intel
I run a small ecommerce shop and want to see what ads my competitors are running, which tool should i use to spy on their creatives and copy?mentions 0 of 2read the answers 0 of 2
we're a three-person paid ads agency on a tight budget, what's the best software for monitoring competitor ad spend across search and social?mentions 0 of 1read the answers 0 of 1
for my local business clients i need to monitor competitor display and video ads, what platform do you recommend for that?mentions 0 of 1read the answers 0 of 1
I handle budget-conscious startups, which ad spy tool gives reliable historical ad creative libraries without breaking the bank?mentions 0 of 1read the answers 0 of 1
we're a growing ecommerce brand, what software should we use to analyze competitors' landing pages and the ads driving traffic to them?mentions 0 of 1read the answers 0 of 1
is there a tool that shows competitor ad frequency and estimated reach across platforms that you would recommend for an in-house marketer?mentions 0 of 1read the answers 0 of 1
I manage paid search for a mid-market retailer, which competitive intelligence tool can estimate competitor keyword spend and ad copy changes?mentions 0 of 1read the answers 0 of 1
we run international campaigns, what software can monitor competitor ads in multiple countries and languages reliably?mentions 0 of 1read the answers 0 of 1
for a boutique agency pitching new clients, which ad intelligence tool helps create competitive audit reports with screenshots and spend estimates?mentions 0 of 2read the answers 0 of 2
I need a tool that alerts me when a competitor starts a new ad creative or promotion, which platform should i choose?mentions 0 of 1read the answers 0 of 1
for enterprise marketing, which solution integrates competitive ad intelligence with our analytics tools for attribution insights?mentions 0 of 1read the answers 0 of 1
as an agency owner, which platform gives client-ready exportable reports showing competitor spend and top ads?mentions 0 of 1read the answers 0 of 1
I need a tool that can reveal competitors' video ad placements and estimated views, what do you recommend?mentions 0 of 1read the answers 0 of 1
we run ads globally, which platform offers geotargeted competitor ad spying so i can see country-specific creatives?mentions 0 of 2read the answers 0 of 2
is there a tool that lets me filter competitor ads by ad format and objective across platforms, what's the best option?mentions 0 of 1read the answers 0 of 1
we need to monitor competitors' influencer and branded content ads, which platform captures sponsored posts and native ads?mentions 0 of 1read the answers 0 of 1
for CRO and paid teams collaborating, what software links competitor ad creatives to their landing pages and conversion elements?mentions 0 of 1read the answers 0 of 1
for competitive research across search and social, what software consolidates ads, landing pages and estimated spend in one dashboard?mentions 0 of 1read the answers 0 of 1
Landing page builders
what's the best software for building high-converting landing pages specifically for paid ads on a tight budget?mentions 0 of 1read the answers 0 of 1
recommend a platform that integrates easily with multiple ad pixels and conversion tracking for paid campaignsmentions 0 of 1read the answers 0 of 1
is there a landing page tool that my small agency can use to spin up dozens of pages quickly for client campaigns?mentions 0 of 2read the answers 0 of 2
which tool should i choose if i want easy a/b testing for landing pages tied to paid social ads?mentions 0 of 2read the answers 0 of 2
I'm a freelancer handling clients on different cms setups, which landing page platform is most flexible for that?mentions 0 of 1read the answers 0 of 1
what platform do agencies use to manage multiple client landing pages and campaigns in one place?mentions 0 of 1read the answers 0 of 1
which landing page software makes it simple to pass url parameters and capture utm data from ads?mentions 0 of 1read the answers 0 of 1
what should i use to create conversion-focused product landing pages for facebook and google ad traffic?mentions 0 of 1read the answers 0 of 1
what landing page platform offers easy integration with email and crm systems for leads from ads?mentions 0 of 1read the answers 0 of 1
which tool would you recommend for building multilingual landing pages for international paid campaigns?mentions 0 of 1read the answers 0 of 1
I manage high-volume paid search, which landing page software can handle heavy traffic without breaking?mentions 0 of 1read the answers 0 of 1
which solution should i pick if i want server-side tracking support and better attribution for ad conversions?mentions 0 of 2read the answers 0 of 2
recommend a landing page tool that has a library of templates optimized for paid ad campaignsmentions 0 of 1read the answers 0 of 1
what platform should a solo ecommerce marketer use to create one-off campaign landing pages quickly?mentions 0 of 2read the answers 0 of 2
is there a landing page tool that makes integrating custom javascript and third-party scripts easy?mentions 0 of 1read the answers 0 of 1
which software offers reliable split testing and analytics specifically tailored for paid traffic landing pages?mentions 0 of 1read the answers 0 of 1
which landing page tool is the most cost-effective for agencies running dozens of ad campaigns monthly?mentions 0 of 1read the answers 0 of 1
recommend a landing page builder that supports dynamic content personalization based on ad sourcementions 0 of 2read the answers 0 of 2
Attribution and tracking
which tool should i use to attribute online ad spend to actual sales across multiple channels for my small ecommerce storementions 0 of 1read the answers 0 of 1
best software for tracking which ad clicks turn into revenue when using search and social campaignsmentions 0 of 1read the answers 0 of 1
is there a platform that ties ad impressions and clicks back to orders for my clients in a multi-client agencymentions 0 of 1read the answers 0 of 1
recommend a solution to accurately attribute conversions when customers bounce between devices and browsersmentions 0 of 1read the answers 0 of 1
what tool can our in-house ppc specialist use to blend ad platform data with backend revenue for clearer roimentions 0 of 1read the answers 0 of 1
which software works best for last-click vs multi-touch attribution modeling without heavy setupmentions 0 of 1read the answers 0 of 1
is there a tool that links ad campaigns to lifetime customer value so we can bid smarter for high-value usersmentions 0 of 1read the answers 0 of 1
recommend a platform that can deduplicate conversions from multiple ad networks so we don't double count revenuementions 0 of 1read the answers 0 of 1
which tool helps small teams reconcile ad platform conversions with ecommerce platform sales every daymentions 0 of 1read the answers 0 of 1
best software for granular ad-level attribution to see which creatives and audiences drive revenuementions 0 of 1read the answers 0 of 1
is there a tool that gives probabilistic attribution when deterministic tracking is incomplete or blockedmentions 0 of 1read the answers 0 of 1
which solution can attribute conversions when cookies are limited and cross-domain tracking is neededmentions 0 of 2read the answers 0 of 2
is there a tool that combines ad spend, revenue, and customer data to surface profitable campaigns automaticallymentions 0 of 2read the answers 0 of 2
is there a tool that maps ad touchpoints to revenue across both web and mobile app installsmentions 0 of 1read the answers 0 of 1
which tool can help reconcile discrepancies between ad platform-reported conversions and our payment processor datamentions 0 of 1read the answers 0 of 1
is there a solution that attributes incremental lift from paid media experiments and holdouts to revenue impactmentions 0 of 1read the answers 0 of 1
recommend a tool for integrating CRM sales outcomes with ad campaign performance for b2b lead-to-revenue attributionmentions 0 of 2read the answers 0 of 2
what tool can we use to measure which creatives and placements actually drive incremental revenue rather than just clicksmentions 0 of 1read the answers 0 of 1
Bid management
what's the best software for automated bid management across google and meta when i manage multiple ecommerce storesmentions 1 of 1read the answers 1 of 1
is there a platform that can automatically adjust bids by time of day and device for our growing ppc teammentions 0 of 1read the answers 0 of 1
recommend a tool that can do portfolio bidding across hundreds of campaigns for a 10 person performance marketing teammentions 0 of 1read the answers 0 of 1
what should i use to run experimental bidding strategies and compare roi without touching the ad platforms manuallymentions 0 of 1read the answers 0 of 1
is there a tool that handles bid automation for high volume ecommerce accounts with thousands of skusmentions 0 of 1read the answers 0 of 1
what software would you recommend to combine bid automation with predictive LTV for subscription saas clientsmentions 0 of 2read the answers 0 of 2
which tool can manage bid caps and target cpa across international accounts with different currenciesmentions 0 of 1read the answers 0 of 1
what's the best solution for agencies that need granular bid control and client access permissionsmentions 0 of 1read the answers 0 of 1
is there a platform that can integrate offline conversions and adjust bids automatically for lead gen clientsmentions 0 of 1read the answers 0 of 1
recommend a bidding tool that supports bid strategies tied to custom attribution models and multi touch datamentions 0 of 2read the answers 0 of 2
what tool can scale automated bidding for holiday season spikes and rapidly changing budgets for ecommercementions 0 of 1read the answers 0 of 1
which platform is good for combining competitor pricing signals into bid algorithms for a retailermentions 0 of 1read the answers 0 of 1
is there a tool to automate bids for dynamic remarketing campaigns across thousands of audiencesmentions 0 of 1read the answers 0 of 1
which software helps optimize bids using predicted conversion probability at the keyword level for ppc freelancersmentions 0 of 1read the answers 0 of 1
recommend a tool that offers simulation and forecast of bid strategy changes before rollout for enterprise advertisersmentions 0 of 1read the answers 0 of 1
which platform can automatically reallocate bids between campaigns based on goal attainment and budget pacingmentions 0 of 1read the answers 0 of 1
is there a solution that ties bid automation to margins and product profitability for retailers with thin marginsmentions 0 of 1read the answers 0 of 1
recommend a bid automation platform that integrates with popular analytics and crm stacks without heavy engineeringmentions 0 of 2read the answers 0 of 2
PPC tools for agencies
I run a small digital agency managing dozens of client ad accounts, which tool should i use to handle campaign optimization and reporting at scale?mentions 0 of 2read the answers 0 of 2
we manage multi-client paid accounts and need centralized billing and access controls, what software do you recommend?mentions 0 of 1read the answers 0 of 1
for an agency with limited resources, which platform is best for automating bid management across multiple client accounts?mentions 0 of 1read the answers 0 of 1
we need a solution that pulls data from google and meta into one dashboard for clients, which tool works best?mentions 0 of 1read the answers 0 of 1
recommend a tool that helps agencies detect competitor ad creatives and landing pages across search and social?mentions 0 of 2read the answers 0 of 2
which tool can an agency use to set up client access, user roles, and permissions for many ad accounts?mentions 0 of 2read the answers 0 of 2
what software should i use to consolidate spend and performance across hundreds of client campaigns for forecasting?mentions 0 of 1read the answers 0 of 1
we need a solution for agency-level ad creative testing and versioning across clients, which platform should i choose?mentions 0 of 1read the answers 0 of 1
which tool is best for automating client-facing invoices and billing tied to ad spend across multiple accounts?mentions 0 of 1read the answers 0 of 1
for an agency scaling paid search and social, which platform offers reliable multi-client alerting and anomaly detection?mentions 0 of 2read the answers 0 of 2
we run retargeting at agency scale for many clients, recommend a tool that handles dynamic audience segmentation and feed management?mentions 0 of 1read the answers 0 of 1
which software should i use to build and host fast landing pages for multiple clients with easy template management?mentions 0 of 1read the answers 0 of 1
we need a tool to attribute conversions across offline and online touchpoints for agency clients, which solution is recommended?mentions 0 of 1read the answers 0 of 1
for an agency handling high spend, which platform offers enterprise-level security and single sign-on for multi-client management?mentions 0 of 1read the answers 0 of 1
which software should i use to run search and social campaigns from one interface for dozens of client accounts?mentions 0 of 2read the answers 0 of 2
which tool should i choose to centralize remarketing lists and reuse audiences across client properties?mentions 0 of 1read the answers 0 of 1
which tool helps agencies automate rules and workflows for routine optimizations across client accounts?mentions 0 of 1read the answers 0 of 1
which software is best for agencies that need to automate campaign duplication and templating across client accounts?mentions 0 of 1read the answers 0 of 1
Retargeting platforms
which tool should i use to set up cross-site retargeting for an ecommerce store with limited dev resourcesmentions 0 of 1read the answers 0 of 1
best platform for retargeting visitors who abandoned checkout and showing ads across multiple ad networksmentions 0 of 1read the answers 0 of 1
recommend a retargeting solution that integrates with our email provider and ad networks for combined campaignsmentions 0 of 1read the answers 0 of 1
which tool can help me create dynamic product retargeting ads based on catalog feedsmentions 0 of 1read the answers 0 of 1
what's the best platform for running sequential retargeting creative to move prospects through funnel stagesmentions 0 of 1read the answers 0 of 1
is there a tool that tracks first-party site visitors and retargets them without heavy reliance on third-party cookiesmentions 0 of 1read the answers 0 of 1
which software should i use to retarget mobile app users across the open web and social platformsmentions 0 of 1read the answers 0 of 1
recommend a retargeting platform that offers easy pixel management and audience debugging for a marketing team of threementions 0 of 1read the answers 0 of 1
what tool can i use to exclude converters and prevent ad fatigue with frequency caps across retargeting campaignsmentions 0 of 1read the answers 0 of 1
which retargeting platform provides simple rule-based audience segmentation for onsite behavior like video watches or scroll depthmentions 0 of 2read the answers 0 of 2
is there a platform that blends retargeting with onsite personalization to show tailored landing pages to returning visitorsmentions 0 of 2read the answers 0 of 2
best software for running cross-device retargeting so visitors see relevant ads on desktop and mobile consistentlymentions 0 of 1read the answers 0 of 1
which platform should i use to measure lift and attribution specifically for retargeting campaignsmentions 0 of 1read the answers 0 of 1
is there a retargeting solution that integrates with tag managers and server-side event collection for privacy compliancementions 0 of 1read the answers 0 of 1
which tool is good for agencies managing retargeting across dozens of client accounts with centralized billing and reportingmentions 0 of 1read the answers 0 of 1
what software can help me implement cart abandonment retargeting with customizable time windows and triggersmentions 0 of 1read the answers 0 of 1
is there software that helps me build retargeting audiences from CRM segments and push them to ad networksmentions 0 of 1read the answers 0 of 1
is there a platform that simplifies GDPR/CCPA consent-aware retargeting with consent capture and audience gatingmentions 0 of 1read the answers 0 of 1
Google Ads audits
best software for scanning an ads account to identify budget drains and poor performing keywordsmentions 0 of 2read the answers 0 of 2
what software would help me find overlapping audiences and redundant remarketing lists in my ad accountmentions 0 of 1read the answers 0 of 1
which ad auditing tool is good for analyzing wasted spend from broad match and smart bidding combosmentions 0 of 2read the answers 0 of 2
is there a tool that detects underperforming audiences and wasted impressions in search and display campaignsmentions 0 of 1read the answers 0 of 1
best platform to audit account-level settings like ad rotation, negative keywords and budget pacing for wastementions 0 of 1read the answers 0 of 1
which software can surface hidden wasted spend from poorly structured conversion tracking and attributionmentions 0 of 1read the answers 0 of 1
recommend a solution for auditing wasted spend from overlapping search terms and irrelevant query match typesmentions 0 of 1read the answers 0 of 1
is there a platform that analyzes bidding strategies and flags where automated bids are wasting budgetmentions 0 of 1read the answers 0 of 1
best software for agencies to prioritize fixes by estimated weekly wasted spend in client ad accountsmentions 0 of 1read the answers 0 of 1
which tool will identify wasted spend from inactive or outdated ad extensions and assetsmentions 0 of 1read the answers 0 of 1
is there a tool that can compare ad creative performance and tell me which ads are wasting budget on poor CTR or quality scorementions 1 of 1read the answers 1 of 1
recommend software that finds wasted spend due to misattributed conversions or duplicate conversion actionsmentions 0 of 1read the answers 0 of 1
which platform can audit search term reports and recommend negatives to stop wasted spend fastmentions 0 of 2read the answers 0 of 2
is there software to detect wasted spend from misconfigured conversion windows and attribution modelsmentions 0 of 2read the answers 0 of 2
is there a solution that flags wasted spend from low-quality placements in display and video campaignsmentions 0 of 1read the answers 0 of 1
what software can help me spot wasted spend caused by expensive clicks with no conversions on certain landing pagesmentions 0 of 1read the answers 0 of 1
is there software to automatically audit shopping campaigns and find wasted spend on non-converting product queriesmentions 0 of 1read the answers 0 of 1
what software will help a freelancer quickly find wasted spend in a client's account without complex setupmentions 0 of 2read the answers 0 of 2

Every number here comes from real ChatGPT answers to the prompts behind this leaderboard, readable unedited with their searches and sources. Rates carry 95% confidence intervals because AI answers vary run to run. See our full methodology.

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Data collected daily on ChatGPT. Last updated 24th Aug 2026. Every rate shows a 95% confidence interval. How we measure this.