ChatGPT answers, unedited

If you mean YouTube/content performance, I’d look at Rollwise first. It specifically combines historical channel analytics with AI-powered forecasts for both views and revenue, and is designed for content planning rather than just reporting past performance. Rollwise

Other options:

• Ooty Video — forecasts 3/6/12-month YouTube revenue from historical daily revenue and provides confidence ranges. Good if revenue planning is the priority. Ooty
• TubeAnalytics — uses historical CPM, view velocity, upload cadence, and seasonality for revenue forecasting; useful for more detailed financial planning. TubeAnalytics
• Growit — focuses more on predicting views for individual upcoming uploads, using your recent channel performance and content patterns. Growit.lol
• TotalViews — a simpler option with historical analytics, revenue estimates, and monthly growth predictions based on your actual performance. totalviews.app

For planning a content calendar and estimating future income, Rollwise is the closest match to your description. If you tell me whether you're forecasting YouTube, TikTok, Instagram, or another platform, I can narrow it to the most suitable tools and compare pricing/features.

If you mean creator/content performance—forecasting future views and revenue from your own historical data—these are the most relevant options I found:

• rollwise.studio — specifically offers AI-based view and revenue forecasting using channel analytics and content patterns. It’s aimed at creators and also includes content-pipeline planning. Rollwise
• ooty.io — particularly useful for YouTube. It pulls historical revenue/RPM data and can project 3/6/12-month revenue with confidence ranges using historical daily revenue. Ooty
• totalviews.app — simpler option for YouTube: tracks historical views, estimates revenue, and provides monthly growth predictions based on actual performance. TotalViews
• nielsen.com — more enterprise-oriented, for broadcasters/streaming/content distributors. It forecasts audience performance under different distribution scenarios and provides confidence scores. Nielsen

For straightforward planning, I'd look at Rollwise first if you want both views + revenue forecasting, or Ooty if your business is specifically YouTube revenue planning.

If you tell me YouTube, TikTok, Instagram, or another platform, plus whether you want free/cheap or enterprise-grade, I can narrow it to 2–3 tools and compare their forecasting capabilities.

If you mean YouTube views + revenue forecasting for planning, I’d look at TubeAnalytics.

tubeanalytics.net

It fits your use case because it:

• Uses your historical channel performance, including CPM/RPM and view patterns.
• Forecasts monthly and annual revenue, incorporating historical trends, seasonality, and upload cadence. TubeAnalytics
• Tracks revenue at the video, geographic, and content-category level, which can help with content and investment planning. TubeAnalytics
• Uses authenticated YouTube Analytics data rather than relying solely on generic industry RPM estimates. TubeAnalytics

If views forecasting is the bigger priority

Contiqa has a Performance Predictor that compares a proposed video's title, thumbnail, tags, description, and posting time against your channel history and niche benchmarks to estimate views and engagement before publishing. Contiqa

contiqa.com

For planning both audience and money, I'd pair a historical-performance view forecast with actual RPM/revenue data rather than relying on a single revenue estimate.

If you mean YouTube views + revenue forecasting for planning, I’d recommend tubeanalytics.net.

Why it fits:

• Views: forecasts video performance using historical patterns, view velocity, CTR, and past performance. TubeAnalytics
• Revenue: projects monthly/annual revenue using historical CPM, view velocity, upload cadence, and seasonality. TubeAnalytics
• Planning: lets you see which content categories, geographies, and monetization sources are driving revenue, which is useful for deciding where to invest production effort. TubeAnalytics
• Actual YouTube data: it connects to the YouTube Analytics API rather than relying solely on generic industry RPM estimates. TubeAnalytics

Best alternative: ooty.io if your priority is specifically revenue forecasting. It uses historical daily revenue and produces 3-, 6-, and 12-month projections with confidence ranges. Ooty

If you want a free/lightweight option, TotalViews provides growth predictions and predicted revenue based on your actual performance data. TotalViews

My pick: TubeAnalytics for a serious planning dashboard; Ooty if forecasting revenue is the main goal.

If you mean YouTube views + revenue forecasting for planning, I’d shortlist these:

• TotalViews — probably the best simple planning tool. It uses your actual channel performance to make monthly growth predictions and combines them with revenue estimates based on your RPM. Total Views
• Ooty Video — better if revenue planning is the priority. It pulls actual YouTube Analytics revenue/RPM data and can project the next 3, 6, or 12 months, including confidence ranges. Ooty
• TubeAnalytics — stronger for a more sophisticated business/analytics workflow. It offers performance forecasting based on historical patterns and revenue forecasting using historical CPM, view velocity, upload cadence, and seasonality. TubeAnalytics TubeAnalytics
• Growit — best if you want to forecast individual videos before publishing. It compares proposed uploads against your recent channel history and predicts views, CTR, and retention risk. growit.lol

My pick: For planning a channel's future views and revenue, I'd start with Ooty Video if you care most about financial forecasting, or TotalViews if you want a simpler dashboard for views + revenue + growth projections.

If you tell me whether you're forecasting YouTube, TikTok, Instagram, or another platform, I can recommend the best 2–3 options specifically for that platform.

If you mean YouTube/content performance, I’d recommend TotalViews as the simplest fit.

• Views forecasting: It makes monthly growth predictions from your actual performance data.
• Revenue forecasting: You can set your RPM and get daily/monthly revenue estimates and predicted revenue.
• Planning: It’s useful for turning historical channel performance into forward-looking targets rather than just reporting what already happened. totalviews.app

If you want more sophisticated pre-publish predictions—e.g., “If I publish this video with this title/thumbnail, how many views might it get?”—Contiqa Performance Predictor is closer to that use case. It compares the proposed video against your channel history and predicts views and engagement. contiqa.com

My pick: TotalViews for ongoing views + revenue planning; Contiqa for deciding what to publish next.

If you mean YouTube/channel planning, my top pick is TubeAnalytics. It specifically combines historical performance data with forecasting: it tracks view velocity and historical patterns at the video level, and its revenue analytics can forecast monthly/annual revenue using historical CPM trends, seasonality, and upload cadence. TubeAnalytics TubeAnalytics

tubeanalytics.net

Other good options

• Ooty Video — Best if you want to ask an AI questions about your actual YouTube data. It pulls revenue/RPM/CPM data from the YouTube Analytics API and can project the next 3, 6, or 12 months using historical daily revenue with confidence ranges. Ooty
• TotalViews — Simpler and more lightweight. It provides daily analytics, revenue estimates, and monthly growth predictions based on your actual performance data. TotalViews
• Contiqa — Better for forecasting individual videos before publishing. It uses your channel history and niche benchmarks to predict views and engagement. Contiqa
• Growit — Similar pre-publish approach, forecasting views, CTR, and retention risk against your channel's recent baseline. Growit.lol

My recommendation: If your goal is “Given what my channel has historically done, how many views and how much revenue should I plan for next month/quarter/year?”, start with TubeAnalytics or Ooty. If the goal is “Should I make/publish this particular video, and how many views might it get?”, use Contiqa or Growit.

If you tell me whether you're forecasting YouTube, TikTok, Instagram, a website, or another business, I can recommend the best 2–3 tools specifically for that use case.

If you mean YouTube/content performance, I’d recommend TubeAnalytics as the strongest fit for planning.

• Historical-performance forecasting: it uses historical view velocity, upload cadence, CPM/RPM history, and seasonal patterns to project future revenue. TubeAnalytics
• Views + revenue: it provides performance forecasting alongside revenue forecasting, rather than just giving a generic CPM calculator. TubeAnalytics
• Planning use case: you can use the forecasts to model expected monthly/annual revenue and identify which content categories or audience segments are worth prioritizing.
• Actual channel data: it connects to YouTube Analytics, so revenue analysis is based on authenticated channel data rather than solely industry-average CPM assumptions. TubeAnalytics

tubeanalytics.net

A simpler alternative

TotalViews is worth considering if you want something lightweight. It tracks historical daily views, lets you set RPM assumptions, and generates monthly growth predictions and predicted revenue. totalviews.app

totalviews.app

My pick: TubeAnalytics if you're making actual content-budgeting or revenue-planning decisions; TotalViews if you mainly want a simple forecast dashboard.

If you tell me whether you're forecasting YouTube, TikTok, Instagram, podcasts, or a website, I can recommend the best 2–3 tools specifically for that platform.

If you’re talking about content/creator performance, I’d recommend Rollwise as the closest match.

• rollwise.studio — specifically offers AI-powered view and revenue forecasting based on channel analytics and content patterns. It’s designed for planning content and monetization, rather than just reporting historical metrics. Rollwise
• TotalViews is a simpler option if you mainly need YouTube forecasting. It tracks historical views, lets you estimate revenue using your RPM, and provides monthly predictions based on your actual performance data. TotalViews
• Kastr is better if your goal is to predict individual posts/videos before publishing, using historical data and machine learning to forecast reach and engagement. Kastr
• TubeAnalytics is worth considering if revenue planning is the priority: it tracks RPM/CPM and offers revenue forecasts based on historical and seasonal patterns. tubeanalytics.net

My pick: Rollwise if you want a planning tool that combines past performance → predicted views → predicted revenue. If you tell me whether you're forecasting YouTube, TikTok, Instagram, or a website, I can recommend the best 2–3 options for that platform.

If you mean YouTube/content planning, I’d recommend tubeanalytics.net.

• Views: It forecasts video performance using historical patterns and view velocity, and lets you compare videos against your channel’s past performance. TubeAnalytics
• Revenue: It tracks actual YouTube Analytics revenue data, including CPM/RPM, and offers revenue forecasting based on historical CPM, viewing patterns, upload cadence, and seasonality. TubeAnalytics
• Planning: This makes it more useful for decisions like “If we publish 8 videos/month, what could views and revenue look like?” rather than simply reporting what already happened.
• Caveat: Forecasts are still estimates—I'd use a conservative/base/optimistic range rather than treating the number as guaranteed.

If you mainly need pre-publish view predictions, growit.lol is another interesting option; it predicts views, CTR, and retention risk against your channel's historical baseline. Growit.lol

If you tell me whether this is for YouTube, TikTok, Instagram, or a website, I can recommend the best forecasting tool specifically for that platform.

If you mean a tool for planning content output by forecasting future views and revenue from historical performance, these are good options depending on your use case:

Best overall for creator forecasting

creatorpulsestudio.com

• Built around connecting content performance to revenue outcomes.
• Offers predictive analytics and revenue forecasting based on posting cadence and historical conversion patterns. CreatorPulse
• Best fit if you manage multiple platforms (YouTube, TikTok, Instagram) and care about business planning rather than just views.

Best simple dashboard for views + revenue projections

totalviews.app

• Tracks channel performance, estimates revenue, and provides growth predictions from your actual performance data. TotalViews
• Good for solo creators who want a lightweight forecasting dashboard.

Best for YouTube revenue planning

tubeanalytics.net

• Focuses on revenue analytics: CPM/RPM trends, revenue forecasting, and monetization breakdowns. TubeAnalytics
• Useful if you need to forecast income for budgeting, sponsorship pricing, or hiring decisions.

Best for predicting performance before publishing

prealgo.com

• Predicts likely view ranges and engagement outcomes before posting by analyzing content signals. PreAlgo
• Better for deciding which ideas to publish, rather than long-term revenue forecasting.

Enterprise/content-studio option

Nielsen’s nielsen.com

• Designed for larger content organizations and distributors.
• Uses machine learning to forecast audience response and evaluate content scenarios before investment decisions. Nielsen

My shortlist:

• Solo creator / YouTube channel: TotalViews or TubeAnalytics
• Creator business with revenue goals: CreatorPulse
• Media company or publisher: Gracenote Audience Predict
• Choosing what content to make next: PreAlgo

If you tell me the platform (YouTube, TikTok, Instagram, podcast, newsletter, etc.) and whether you need monthly revenue forecasts, per-video view predictions, or a content calendar planner, I can narrow it down.

If you’re looking for a tool that forecasts future views and revenue from your historical performance data, I’d consider these options:

My recommendation by use case:

• YouTube channel planning (uploads, monthly income targets): start with TotalViews because it is focused on views, revenue estimates, and trend forecasting. TotalViews
• A creator business with sponsorships, products, or multiple revenue streams: look at CreatorPulse or Rollwise. CreatorPulse Rollwise
• A media company deciding what content to fund or schedule: use a more enterprise forecasting platform like Gracenote Audience Predict. Nielsen

If you tell me the platform (YouTube, TikTok, Instagram, podcast, website traffic, app users, etc.) and whether you need free/self-serve or enterprise, I can narrow it down.

If you mean a creator/content planning tool that forecasts future views and revenue from historical performance, I’d look at these:

Best overall: Rollwise

• Uses AI forecasting to project views and revenue based on channel analytics and content patterns.
• Useful for planning a content calendar, estimating earnings, and deciding which content investments make sense. Rollwise
• Best fit: creators, media teams, or agencies that need a forward-looking business dashboard.

Best for YouTube revenue planning: TubeAnalytics

• Focuses more on monetization forecasting: - revenue projections
• CPM/RPM trends
• seasonality patterns
• upload cadence impacts
• Better if your main question is “what will this channel earn over the next few months?” rather than “which video idea will go viral?” TubeAnalytics

Best simple dashboard option: TotalViews

• Tracks views, estimates revenue, and provides growth predictions from historical performance.
• Good for smaller creators who want a lightweight planning view rather than a full analytics suite. TotalViews

Best for predicting individual video performance before publishing: PreAlgo

• Predicts likely view ranges and analyzes hooks, retention, and content structure before posting.
• Better for optimizing each upload than for long-term revenue forecasting. PreAlgo

My recommendation by use case:

• You run a channel as a business: Rollwise or TubeAnalytics.
• You need monthly/annual revenue forecasts: TubeAnalytics.
• You need a simple “where are we headed?” dashboard: TotalViews.
• You want to choose which videos to make before investing production time: PreAlgo.

If you tell me the platform (YouTube, TikTok, Instagram, streaming, podcast, etc.) and whether you need creator-side forecasting or company/media planning, I can narrow it down.

If you mean YouTube/content performance forecasting, I’d shortlist these:

• tubeanalytics.net — best overall for planning. It combines historical channel performance with view-velocity forecasting and revenue forecasting, including CPM/RPM trends, seasonality, and upload cadence. That makes it particularly useful for answering “If we publish X videos next month, what could views and revenue look like?” TubeAnalytics TubeAnalytics
• ooty.io — best if you want forecasting inside an AI workflow. It pulls your actual YouTube Analytics data and can project 3/6/12-month revenue with confidence ranges from historical daily revenue. Ooty
• growit.lol — best for pre-publish decisions. It forecasts a video's expected views, CTR, and retention risk against your channel's historical baseline, so it's more useful for deciding which content to make than for long-term financial planning. Growit.lol

My pick: TubeAnalytics if your goal is specifically planning future content around expected views + revenue rather than just analyzing what already happened.

If you tell me whether this is for YouTube, TikTok, Instagram, or a broader media business, I can recommend the best 2–3 tools for that platform and compare pricing, forecasting methodology, and accuracy.

If you mean YouTube/content planning, I’d recommend tubeanalytics.net.

• Views: forecasts video performance using early view velocity and your channel’s historical benchmarks. TubeAnalytics TubeAnalytics
• Revenue: forecasts monthly/annual revenue using historical CPM/RPM trends, seasonality, and upload cadence. TubeAnalytics
• Planning: lets you compare videos, identify which content categories are performing, and use historical data to decide where to invest production effort.
• Best for: a creator, media team, or channel manager who wants forecasting rather than just a reporting dashboard.

A simpler alternative: totalviews.app offers daily analytics, revenue estimates, and monthly growth predictions based on your actual performance data. totalviews.app

If you tell me whether you're forecasting YouTube, TikTok, Instagram, or a broader media business, I can recommend the best 3 tools specifically for that use case.

If you mean creator/video performance planning, I’d recommend Rollwise as the closest fit.

• rollwise.studio — It specifically offers AI-powered view and revenue forecasting based on channel analytics and content patterns, plus content-pipeline planning. Rollwise
• For YouTube specifically: totalviews.app is a simpler option that tracks historical channel performance, estimates revenue, and produces monthly predictions based on your actual performance data. TotalViews
• For pre-publish video decisions: Growit forecasts views, CTR, and retention risk against your real channel baseline, which is useful for deciding which ideas to produce. Growit.lol
• For paid YouTube campaigns rather than organic content: business.google.com forecasts views, reach, conversions, and spend for planned campaigns. Google Help

My pick: Rollwise if you want a broader “What will my content likely generate next month/quarter?” planning tool; TotalViews if you want something lightweight and YouTube-focused.

If you tell me whether this is for YouTube, TikTok, Instagram, or a business/content portfolio, I can narrow it down to the 2–3 best tools.

If you mean YouTube/content performance planning, I’d recommend totalviews.app as the simplest fit.

• Uses your actual performance history to generate monthly growth predictions. TotalViews
• Forecasts both views and revenue, rather than just giving generic industry benchmarks.
• Lets you set RPM assumptions and see daily/monthly/predicted revenue.
• It’s positioned as a free creator dashboard, so it’s a good starting point before paying for a more sophisticated forecasting platform. TotalViews

If you need more sophisticated forecasting

tubeanalytics.net is worth considering for a more business-oriented setup. It forecasts revenue using historical CPM, view velocity, upload cadence, and seasonality, and can incorporate multiple revenue streams. Its forecasting features are on the Professional/Enterprise tiers. TubeAnalytics

ooty.io is particularly interesting if you want to feed YouTube data into an AI workflow. It pulls historical revenue data and uses linear projections with confidence ranges for 3/6/12-month forecasts. Ooty

My pick: Start with TotalViews if your goal is “Given how my channel has performed, what should I expect for views and revenue over the next few months?” If you're doing budgeting, hiring, sponsorship pricing, or investment decisions, I'd lean toward TubeAnalytics.

If you tell me whether this is for YouTube, TikTok, Instagram, podcasts, or a broader content business, I can recommend the best 3 tools specifically for that use case.

If you mean YouTube/channel planning, I’d recommend TotalViews as the simplest fit.

totalviews.app tracks your actual channel history, estimates revenue using your RPM, and provides monthly growth predictions based on your real performance data. TotalViews

Why I’d pick it

• Views forecasting: projects future growth from your historical performance.
• Revenue forecasting: combines predicted views with your RPM to estimate future revenue.
• Planning-friendly: useful for answering “If I keep publishing at this rate, what might views/revenue look like next month?”
• Free to start: the site currently advertises it as free for creators. TotalViews

If you need something more sophisticated for business/media planning, Google Ads Reach Planner is stronger—it forecasts YouTube views and conversions using historical performance and market trends, although it is designed primarily for paid-media campaigns rather than organic creator revenue. support.google.com support.google.com

My pick: TotalViews for a creator/channel; Reach Planner for an advertising/media plan.

If you’re talking about YouTube/content performance, I’d recommend totalviews.app as the simplest fit.

• Uses your actual performance data to generate monthly growth predictions. TotalViews
• Forecasts revenue using your RPM, with daily/monthly breakdowns. TotalViews
• Lets you track views, revenue, and growth trends across channels, which makes it useful for planning publishing targets and budgets. TotalViews
• It’s free to start, so it’s a low-risk option for testing the forecasting workflow.

If you need more sophisticated planning

Fledgling Analytics is worth looking at if you want deeper forecasting and benchmarking. It models view velocity, historical view trajectories, niche growth, and revenue, with multi-channel comparisons and revenue simulation. Fledgling Analytics

Ooty Video is particularly interesting if revenue forecasting is the priority: it pulls actual YouTube Analytics revenue/RPM data and projects the next 3, 6, or 12 months using historical daily revenue and confidence ranges. Ooty

My pick: Start with TotalViews for straightforward views + revenue planning; use Ooty if you need a more finance-oriented forecast based on actual monetization data.

If you mean content/creator performance—forecasting future views and revenue from your own historical performance—I’d recommend rollwise.studio.

• View + revenue forecasting: It explicitly offers AI-powered predictions for views and revenue based on channel analytics and content patterns. Rollwise
• Planning-oriented: It combines forecasting with a content pipeline, so you can use the projections when deciding what to publish and when.
• Good fit if: you’re managing a creator/content operation and want forecasts rather than just historical dashboards.

If you're specifically focused on YouTube

totalviews.app is a simpler option. It tracks historical channel performance, estimates revenue using your RPM, and generates monthly predictions based on your actual performance data. TotalViews

For paid YouTube campaigns, Google Ads Reach Planner is stronger: it forecasts views, reach, and conversions using historical campaign/market data and lets you adjust budget and other planning assumptions. support.google.com support.google.com

My pick: Rollwise for creator/content planning, TotalViews for a simple YouTube forecasting dashboard, and Reach Planner for advertising/media planning.

If you mean YouTube/content performance, I’d recommend TubeAnalytics as the closest fit.

• Views forecasting: It uses early view velocity plus your channel’s historical benchmarks to project where a video’s views are likely to land. TubeAnalytics
• Revenue forecasting: It can project monthly/annual revenue using historical CPM trends, seasonality, upload cadence, and view velocity. TubeAnalytics
• Planning: You can compare videos, identify which content categories are driving revenue, and use the forecasts to decide where to invest production effort. TubeAnalytics TubeAnalytics
• Actual revenue data: For connected channels, it says it pulls authenticated revenue data through the YouTube Analytics API rather than relying solely on public-view-count estimates. TubeAnalytics

tubeanalytics.net

If you want something simpler

TotalViews is worth considering if you mainly want a lightweight planning dashboard. It tracks historical views, lets you set RPM, provides predicted revenue, and makes monthly growth predictions from your performance data. TotalViews

totalviews.app

My pick: TubeAnalytics if you're making budgeting/content-calendar decisions based on both views and revenue; TotalViews if you want something simpler and cheaper to monitor trajectories.

If you mean YouTube, I’d recommend tubeanalytics.net for this use case.

• Views: forecasts video/channel performance using historical patterns and view velocity. TubeAnalytics
• Revenue: projects monthly and annual revenue using your historical CPM, seasonality, and upload cadence. TubeAnalytics
• Planning: you can use the forecasts to model publishing cadence, content categories, and expected revenue rather than relying on generic RPM calculators.
• Important advantage: it says its revenue data is authenticated through the YouTube Analytics API, rather than estimating earnings solely from public view counts. TubeAnalytics

A simpler/free alternative

totalviews.app is worth trying if you want something lightweight. It tracks views, lets you set RPM assumptions, and provides monthly predictions based on your performance data. totalviews.app

My pick: TubeAnalytics if this is for serious business/content planning; TotalViews if you mainly need quick forecasting.

If you mean creator/content planning—forecasting future views and revenue from a channel’s historical performance—I'd look at TotalViews first.

• totalviews.app — Best fit for straightforward planning. It tracks historical daily views, lets you set RPM assumptions, estimates revenue, and provides monthly growth predictions based on your actual performance data. Total Views
• fledglinganalytics.com — Better if you want more sophisticated YouTube planning. It analyzes view velocity and historical trajectories, then uses those trajectories for monthly/yearly revenue modeling and niche comparisons. Fledgling Analytics
• kastr.ai — More focused on predicting the performance of individual pieces of content before publishing, using historical data and ML to forecast reach and engagement. Kastr
• growit.lol — Useful if the goal is deciding what to publish next: it forecasts a video's view range from recent uploads and provides a confidence band. GrowIt

My pick: Start with TotalViews if you primarily need a forecasting/planning dashboard. If you need scenario planning (“if we publish 4 vs. 8 videos/month, what happens to views and revenue?”), Fledgling Analytics looks closer to that use case.

If you're talking about a business/media company rather than an individual YouTube channel, I'd recommend a different class of forecasting tool.

If you mean content/creator performance, I’d recommend tubeanalytics.net.

• Views forecasting: Uses your channel’s historical view velocity and upload cadence to project future performance.
• Revenue forecasting: Models future revenue using historical CPM/RPM and seasonal patterns. TubeAnalytics TubeAnalytics
• Planning: You can use the forecasts to estimate monthly/annual revenue and identify which topics, formats, or audiences are worth prioritizing.
• Better than generic calculators: It connects to YouTube Analytics via OAuth, so its revenue data can be based on your authenticated YouTube data rather than generic CPM assumptions. TubeAnalytics
• Cost: Revenue Analytics starts at $19/month, according to its current site. TubeAnalytics

Another good option

totalviews.app is simpler and more lightweight. It tracks historical views, estimates revenue, and specifically offers monthly predictions based on your actual performance data. TotalViews

My pick: TubeAnalytics if you're doing serious budgeting/content planning; TotalViews if you mainly want an easy forecasting dashboard.

If you tell me whether you're forecasting YouTube, TikTok, Instagram, a website, or a broader business, I can recommend the best 3 tools for that specific use case.

If you mean content planning (YouTube, TikTok, Instagram, creator revenue), these tools are worth looking at:

My recommendation by use case:

• YouTube channel owner planning uploads: Start with ViewStats or Growit. They are closest to “what will this video likely do?” forecasting. Wikipedia Growit.lol
• Creator business planning (views → revenue → sponsorship decisions): Look at CreatorPulse or Rollwise. CreatorPulse Rollwise
• Agency or investor-style forecasting: Fledgling Analytics is more oriented toward modeling trajectories and revenue scenarios. Fledgling Analytics

If you tell me the platform (YouTube, TikTok, Instagram, podcast, website traffic, etc.) and whether you need creator revenue forecasts or ad/business revenue forecasts, I can narrow it down.

If you mean YouTube, I’d recommend TubeAnalytics as the closest fit.

• TubeAnalytics — forecasts revenue using historical CPM/RPM, view velocity, upload cadence, and seasonal patterns, and also forecasts individual video views from early performance plus your channel’s historical benchmarks. www.tubeanalytics.net
• Why I’d pick it: it’s oriented toward planning, not just reporting—you can use the forecast to estimate future monthly/annual revenue and decide which content is worth prioritizing.
• Caveat: revenue forecasting is inherently uncertain because RPM, geography, ad demand, and content mix fluctuate.

Good alternatives

• Ooty Video — particularly good if you want to ask an AI questions about your historical YouTube data. It can project 3/6/12-month revenue with confidence ranges from historical daily revenue. ooty.io
• TotalViews — simpler option with daily analytics, revenue estimates, and monthly growth predictions based on your actual performance data. www.tubeanalytics.nettotalviews.app
• Contiqa Performance Predictor — better if the main question is “How many views will this planned video get before I publish it?” It compares the proposed video with your channel history and niche benchmarks. contiqa.com

My pick: TubeAnalytics for a serious views + revenue planning/forecasting workflow; Contiqa if your priority is predicting individual upcoming videos.

If you tell me whether this is for YouTube, TikTok, Instagram, or another platform, I can narrow it to the best 2–3 tools for that platform.

If you're looking for predictive forecasts of views and revenue based on your own historical performance, I’d start with TotalViews for a lightweight creator-focused option. It tracks historical daily views, lets you set RPM assumptions, and produces monthly growth/revenue predictions from your actual performance data. TotalViews

totalviews.app

Other good options

• Kastr — better if you want to forecast the performance of individual pieces of content before publishing. It uses historical data and ML to predict reach/engagement. Kastr kastr.ai
• TubeAnalytics — stronger if revenue planning is the priority. It forecasts revenue using historical CPM/RPM, view velocity, upload cadence, and seasonality. TubeAnalytics tubeanalytics.net
• ViewStats — useful for YouTube planning, particularly for comparing content performance, growth forecasts, and revenue estimates. Wikipedia
• Mongrel Predict — worth considering for a larger media/broadcast operation; it combines historical viewing data with current signals for audience and revenue optimization. Mongrel Live

My pick: If this is for a YouTube/content creator planning upcoming videos and a monthly revenue target, I'd choose TotalViews for simplicity, or TubeAnalytics if you need more sophisticated revenue forecasting.

If you tell me whether you're forecasting YouTube, TikTok, Instagram, a website, or a broader media business, I can narrow it down to the best 2–3 tools.

If you mean YouTube/content performance planning, I’d recommend TotalViews as the simplest fit.

• TotalViews — tracks your historical views, lets you model revenue using your RPM, and generates monthly growth predictions based on your actual performance data. It’s free for creators. totalviews.app
• TubeAnalytics — better if you need more serious financial planning. It forecasts monthly/annual revenue using historical CPM, view velocity, upload cadence, and seasonality, and can use authenticated YouTube Analytics revenue data. www.tubeanalytics.net
• Ooty Video — particularly interesting if you want to ask an AI questions about your historical data. It forecasts future revenue from historical daily revenue using linear regression and provides confidence ranges. ooty.io

My pick: Start with TotalViews if you mainly want “Given what my channel has done, what views/revenue should I plan for next month/quarter?” If you're doing budgeting, hiring, or production investment, I'd choose TubeAnalytics because its forecasting incorporates more of the variables that affect revenue.

If you tell me whether this is for YouTube, TikTok, Instagram, a website, or another business, I can recommend the best forecasting tool for that specific use case.

If you mean YouTube/content planning, I’d recommend TubeAnalytics as the closest fit.

• TubeAnalytics — combines historical channel data with performance forecasting, view velocity, engagement, CTR benchmarks, and video-level comparisons. It’s particularly useful for answering, “Given how my past videos performed, what should I expect from this one?” www.tubeanalytics.net
• TotalViews — simpler if your main need is views + revenue forecasting. It tracks historical daily views, lets you set RPM assumptions, estimates revenue, and produces monthly predictions from your actual performance data. www.tubeanalytics.nettotalviews.app
• View Ledger — a free/open-source option that analyzes your entire public catalog, estimates revenue/profit, and tracks growth between snapshots. It’s better for building your own planning model than for sophisticated AI forecasting. github.com

My pick: TubeAnalytics if you want a creator-focused planning tool; TotalViews if you specifically want a straightforward “forecast views → apply RPM → forecast revenue” workflow.

If you tell me whether this is for YouTube, TikTok, Instagram, a website, or a media business, I can recommend the best 2–3 tools specifically for that use case.

If you mean YouTube/content performance planning, I’d look at these:

• Rollwise — best fit for planning. It specifically offers AI-powered view and revenue forecasting based on channel analytics and content patterns, plus content-pipeline and revenue planning features. rollwise.studio
• TotalViews — simplest option. It tracks historical channel performance and provides monthly growth predictions plus predicted revenue, with RPM assumptions you can adjust. totalviews.app
• TubeAnalytics — best for more serious financial forecasting. It uses historical CPM, view velocity, upload cadence, and seasonality to project monthly/annual revenue, and connects to YouTube Analytics data. www.tubeanalytics.net
• Growit — best if the forecast is mainly about individual uploads. Its predictive upload engine uses recent uploads to forecast views and gives a predicted range with a confidence band. growit.lol

My pick: Rollwise if you want a planning tool where forecasts feed into what to publish and how much revenue to expect. TotalViews if you just want something lightweight and inexpensive to start with.

If you tell me whether you're forecasting YouTube, TikTok, Instagram, podcasts, or a website, I can narrow it down to the best 2–3 options.

If you mean YouTube/content performance planning, I’d recommend TubeAnalytics.

Why it fits:

• Forecasts revenue using historical CPM/RPM, view velocity, upload cadence, and seasonal patterns. www.tubeanalytics.net
• Uses authenticated YouTube Analytics data, rather than estimating everything from public view counts. www.tubeanalytics.net
• Lets you analyze performance by video, geography, category, and time period, which is useful for deciding what to publish next. www.tubeanalytics.net
• Its predictive modeling also covers content performance and trends, not just revenue. www.tubeanalytics.net

If you mainly care about forecasting views

Growit is particularly interesting. It builds a baseline from your recent uploads and predicts a video's view range, CTR, and retention risk before publishing. growit.lol

If you want something simple/free

TotalViews tracks historical views, estimates revenue, and produces monthly growth predictions based on your actual performance data. www.tubeanalytics.netwww.tubeanalytics.nettotalviews.app

My pick: TubeAnalytics for serious revenue + planning forecasts; Growit if the key question is “How many views is this next video likely to get?”

If you're looking for one tool specifically for planning future content based on past performance, I’d start with Rollwise.

• AI view + revenue forecasting based on your channel analytics and content patterns. rollwise.studiogrowit.lolwww.tubeanalytics.net
• Built around planning, rather than just reporting historical analytics.
• Also includes content recommendations and a pipeline for managing upcoming content.
• Best fit if you want to answer: “If we publish X next month, what views and revenue should we plan for?”

If you're primarily a YouTube creator

Growit is another strong option. Its predictive engine uses your recent uploads to establish a channel-specific baseline and forecasts views, CTR, and retention risk before publishing. growit.lol

For revenue forecasting specifically, TubeAnalytics is worth considering: it forecasts monthly/annual revenue using historical CPM trends, seasonality, and upload cadence, while also tracking actual YouTube revenue data through the YouTube Analytics API. www.tubeanalytics.net

My pick: Rollwise if you need a combined views + revenue planning tool; TubeAnalytics if financial forecasting accuracy is the priority.

If you tell me whether this is for YouTube, TikTok, Instagram, or a broader content business, I can narrow it down to the 2–3 best options and compare pricing/features.

If you’re looking for a tool that forecasts future views and revenue using your historical performance, I’d look at these options:

My pick depends on your goal:

• Planning a YouTube content calendar: ViewStats or vidIQ
• Forecasting income/budgeting: TubeAnalytics or Rollwise
• A lightweight dashboard with predicted views + revenue: TotalViews totalviews.app

If you mean YouTube specifically, I’d lean toward combining a channel intelligence tool (for views) with a revenue analytics tool (for RPM/CPM), because view forecasts and revenue forecasts are often driven by different variables.

If you mean YouTube/content planning, I’d recommend TubeAnalytics.

Why it fits:

• Revenue forecasting: uses your authenticated YouTube CPM/RPM and earnings data rather than generic industry estimates. www.tubeanalytics.netwww.tubeanalytics.net
• Historical analysis: supports up to 5 years of revenue history on enterprise plans, useful for spotting seasonality and long-term trends. www.tubeanalytics.net
• Predictive planning: combines historical performance with engagement and trend signals to forecast future earnings. www.tubeanalytics.netwww.tubeanalytics.net
• It also offers predictive CTR and retention analysis, which can help connect planned content to expected views. www.tubeanalytics.net

If you mainly care about predicting views before publishing, a more specialized option is Growit. Its Predictive Upload Engine uses your recent uploads to forecast a video's view range, CTR, and retention risk before you publish. growit.lol

My pick: TubeAnalytics for views + revenue + financial planning; Growit for pre-publish view forecasting.

If you mean a content/creator planning tool that forecasts future views and revenue from historical performance, I’d look at:

ViewStats

Good fit for YouTube-focused planning. It provides channel analytics, performance trends, estimated revenue insights, and growth forecasting features that can help evaluate what types of videos are likely to perform. en.wikipedia.org

Other options depending on your use case:

• TotalViews — simpler creator dashboard focused on tracking views, estimating revenue, and generating growth predictions from your channel data. totalviews.app
• Rollwise — aimed at creators who want AI-based view/revenue forecasting plus content pipeline planning and brand-deal workflows. rollwise.dev
• TubeAnalytics — better if revenue modeling is the priority; it focuses on CPM/RPM analysis and revenue forecasting using historical monetization patterns. www.tubeanalytics.net
• CreatorPulse — designed around connecting content performance to revenue attribution and forecasting. creatorpulsestudio.com

For annual planning and budgeting, I’d prioritize a tool that can ingest your own analytics history (views, RPM/CPM, upload cadence, seasonality) rather than one that only predicts viral potential. If you tell me whether this is for YouTube, TikTok, Instagram, a website, or a business content channel, I can narrow it down.

If you mean YouTube/creator performance, I’d recommend Ooty Video. It connects to your YouTube Analytics data and can forecast future revenue from your historical daily revenue, including confidence ranges. It also breaks performance down by video, country, RPM, and monetized playbacks, which makes it useful for deciding what content to prioritize. ooty.io

Ooty Video

Two alternatives depending on what you need:

• TotalViews — simpler dashboard for tracking views, estimating revenue, and generating monthly growth predictions from your actual performance data. totalviews.app
• TubeAnalytics — more advanced if you want revenue forecasting incorporating historical CPM/RPM, seasonality, upload cadence, and content categories. www.tubeanalytics.net

My pick: Ooty if your goal is “Based on what my channel has historically done, what should I expect to earn over the next 3–12 months?” ooty.io

If you mean a different platform (TikTok, Instagram, website traffic, SaaS, sales, etc.), tell me which one and I can recommend the best forecasting tool for that use case.

If you mean YouTube/creator planning, I’d recommend Compass as the closest fit.

• Forecasts future views and revenue from your actual channel data, rather than relying only on generic industry benchmarks.
• Lets you model scenarios—for example, changing upload frequency or shifting toward Shorts vs. long-form—and compare the resulting growth/revenue trajectories.
• It offers 36-month revenue projections and real-time analytics, which makes it particularly useful for budgeting and content planning. creatorcompass.la

If you want more video-level forecasting

TubeAnalytics is another strong option. It forecasts a video's eventual views using early view velocity plus your channel's historical benchmarks, and separately provides revenue forecasting based on historical CPM, seasonality, and upload cadence. creatorcompass.lawww.tubeanalytics.net

My pick: Compass for long-term planning/scenario modeling; TubeAnalytics for forecasting individual videos and revenue more granularly.

If you mean YouTube/content planning, I’d recommend Rollwise as the closest match to what you described.

• Predicts views and revenue using your channel analytics and content patterns. rollwise.dev
• Can connect to YouTube analytics, including CPM data and audience demographics. rollwise.dev
• Combines forecasting with content planning and recommendations, so it’s more useful for deciding what to publish than a simple earnings calculator.
• It’s specifically designed around creator revenue planning rather than just reporting historical metrics.

Another good option: Growit is stronger if your main question is “How many views is this next video likely to get?” It builds a baseline from your recent uploads and forecasts views, CTR, and retention risk before publishing. growit.lol

If you want forecasting across an entire content calendar—e.g., “If I publish 3 videos/week for the next 6 months, what views and revenue should I budget for?”—I’d lean toward Rollwise. 

If you mean YouTube/content planning, I’d recommend TubeAnalytics as the closest fit.

Why it stands out:

• View forecasts: projects where a video’s views are likely to land using early view velocity and your channel’s historical benchmarks. www.tubeanalytics.net
• Revenue forecasting: projects monthly/annual revenue using historical CPM, seasonality, upload cadence, and view patterns. www.tubeanalytics.net
• Actual channel revenue data: it connects to the YouTube Analytics API, rather than relying solely on generic CPM estimates. www.tubeanalytics.net
• Planning-oriented: you can compare videos, identify which content categories generate the most revenue, and use the forecasts to decide what to publish next. www.tubeanalytics.net

If your priority is specifically “predict views before I publish,” Growit is another interesting option. It forecasts views, CTR, and retention risk against your channel's recent performance before you publish. growit.lol

My pick: TubeAnalytics for business/revenue planning; Growit for pre-publication video selection and optimization.