Cambium AI
@cambiumai.bsky.social
A better way to access public data is here.
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Cambium AI
@cambiumai.bsky.social
· Oct 2
With the U.S. government shut down, federal data sites aren’t being monitored, and questions aren’t being answered.
Cambium AI lets you query public datasets like the ACS instantly with natural language.
Your data questions don’t have to wait.
👉 www.cambium.ai
#Census #ACS #GovShutdown #DataViz
Cambium AI lets you query public datasets like the ACS instantly with natural language.
Your data questions don’t have to wait.
👉 www.cambium.ai
#Census #ACS #GovShutdown #DataViz
Our persona generator just got a major upgrade. 🚀
We're now integrating U.S. public data directly into the persona biographies. This gives you a data-driven profile to build your strategy on.
#startups #marketingstrategy #AI
We're now integrating U.S. public data directly into the persona biographies. This gives you a data-driven profile to build your strategy on.
#startups #marketingstrategy #AI
November 5, 2025 at 11:27 PM
Our persona generator just got a major upgrade. 🚀
We're now integrating U.S. public data directly into the persona biographies. This gives you a data-driven profile to build your strategy on.
#startups #marketingstrategy #AI
We're now integrating U.S. public data directly into the persona biographies. This gives you a data-driven profile to build your strategy on.
#startups #marketingstrategy #AI
Book a demo of Cambium AI to learn more about our synthetic personas 🚀
aijourn.com/your-ai-gene...
#syntheticdata #govtech #marketing #martech
aijourn.com/your-ai-gene...
#syntheticdata #govtech #marketing #martech
Your AI-Generated Persona is a Statistically-Invalid Hallucination | The AI Journal
Every marketer is being told the same thing: use Generative AI to create your customer personas. Just type a prompt like, "Give me a persona for a first-time
aijourn.com
November 3, 2025 at 3:48 AM
Book a demo of Cambium AI to learn more about our synthetic personas 🚀
aijourn.com/your-ai-gene...
#syntheticdata #govtech #marketing #martech
aijourn.com/your-ai-gene...
#syntheticdata #govtech #marketing #martech
#News 🚨
A Republican proposal aims to eliminate differential privacy from U.S. Census data, a tool that adds noise to protect individual identities while enabling statistical use.
www.webpronews.com/republican-p...
#data #government #census #privacy
A Republican proposal aims to eliminate differential privacy from U.S. Census data, a tool that adds noise to protect individual identities while enabling statistical use.
www.webpronews.com/republican-p...
#data #government #census #privacy
Republican Proposal Aims to Eliminate Differential Privacy in US Census Data
A Republican proposal aims to eliminate differential privacy from U.S. Census data, a tool that adds noise to protect individual identities while enabling statistical use. Critics warn of heightened d...
www.webpronews.com
October 30, 2025 at 6:51 AM
#News 🚨
A Republican proposal aims to eliminate differential privacy from U.S. Census data, a tool that adds noise to protect individual identities while enabling statistical use.
www.webpronews.com/republican-p...
#data #government #census #privacy
A Republican proposal aims to eliminate differential privacy from U.S. Census data, a tool that adds noise to protect individual identities while enabling statistical use.
www.webpronews.com/republican-p...
#data #government #census #privacy
Most customer personas rely on guesswork. What if yours were built from real public data instead? Exploring how synthetic personas offer a more evidence-based approach.👇
#CustomerResearch #Marketing #Saas #PublicData
https://hubs.ly/Q03QmL4l0
#CustomerResearch #Marketing #Saas #PublicData
https://hubs.ly/Q03QmL4l0
October 28, 2025 at 8:46 AM
Most customer personas rely on guesswork. What if yours were built from real public data instead? Exploring how synthetic personas offer a more evidence-based approach.👇
#CustomerResearch #Marketing #Saas #PublicData
https://hubs.ly/Q03QmL4l0
#CustomerResearch #Marketing #Saas #PublicData
https://hubs.ly/Q03QmL4l0
Skip the trial and error.
This post shows how to use Census + behavioral data to identify your ideal customer segment.👇
#PublicData #StartupMarketing #GoToMarket #DataDemocratization
https://hubs.ly/Q03Qf1X-0
This post shows how to use Census + behavioral data to identify your ideal customer segment.👇
#PublicData #StartupMarketing #GoToMarket #DataDemocratization
https://hubs.ly/Q03Qf1X-0
October 27, 2025 at 3:16 PM
Skip the trial and error.
This post shows how to use Census + behavioral data to identify your ideal customer segment.👇
#PublicData #StartupMarketing #GoToMarket #DataDemocratization
https://hubs.ly/Q03Qf1X-0
This post shows how to use Census + behavioral data to identify your ideal customer segment.👇
#PublicData #StartupMarketing #GoToMarket #DataDemocratization
https://hubs.ly/Q03Qf1X-0
We've made it easy to get your first marketing plan. 🚀
Find out the secrets here. 👇
#PublicData #DataDemocratization #MarketingStrategy #Personas
https://hubs.ly/Q03Q0JmR0
Find out the secrets here. 👇
#PublicData #DataDemocratization #MarketingStrategy #Personas
https://hubs.ly/Q03Q0JmR0
October 24, 2025 at 1:17 PM
We've made it easy to get your first marketing plan. 🚀
Find out the secrets here. 👇
#PublicData #DataDemocratization #MarketingStrategy #Personas
https://hubs.ly/Q03Q0JmR0
Find out the secrets here. 👇
#PublicData #DataDemocratization #MarketingStrategy #Personas
https://hubs.ly/Q03Q0JmR0
Stop marketing to "Homeowners, 30-50." That's a demographic, not a customer ❌
"Commuter Carol," who needs coffee fast and checks Google Reviews, is a customer.
Generic local marketing fails. Learn how to use data to find your real customers👇
#Smallb...
https://hubs.ly/Q03PRby00
"Commuter Carol," who needs coffee fast and checks Google Reviews, is a customer.
Generic local marketing fails. Learn how to use data to find your real customers👇
#Smallb...
https://hubs.ly/Q03PRby00
October 23, 2025 at 11:15 AM
Stop marketing to "Homeowners, 30-50." That's a demographic, not a customer ❌
"Commuter Carol," who needs coffee fast and checks Google Reviews, is a customer.
Generic local marketing fails. Learn how to use data to find your real customers👇
#Smallb...
https://hubs.ly/Q03PRby00
"Commuter Carol," who needs coffee fast and checks Google Reviews, is a customer.
Generic local marketing fails. Learn how to use data to find your real customers👇
#Smallb...
https://hubs.ly/Q03PRby00
Feeling overwhelmed by marketing? Spreading your budget too thin?😳
The "scattergun" approach is killing your growth.
Get the capital-efficient strategy that actually works for small businesses.🚀
#SmallBiz #MarketingTips #GTM #Founders #Saas
https://hubs.ly/Q03PFxxR0
The "scattergun" approach is killing your growth.
Get the capital-efficient strategy that actually works for small businesses.🚀
#SmallBiz #MarketingTips #GTM #Founders #Saas
https://hubs.ly/Q03PFxxR0
October 22, 2025 at 9:45 AM
Feeling overwhelmed by marketing? Spreading your budget too thin?😳
The "scattergun" approach is killing your growth.
Get the capital-efficient strategy that actually works for small businesses.🚀
#SmallBiz #MarketingTips #GTM #Founders #Saas
https://hubs.ly/Q03PFxxR0
The "scattergun" approach is killing your growth.
Get the capital-efficient strategy that actually works for small businesses.🚀
#SmallBiz #MarketingTips #GTM #Founders #Saas
https://hubs.ly/Q03PFxxR0
#DidYouKnow? Barbour County, #Alabama hosts nearly 25,000 residents with a unique demographic balance—almost even between Black and White communities—and a high school graduation rate near 80%. Curious to uncover more? Explore the Data → https://hubs.ly/Q03PCDhw0
#PublicData
#PublicData
October 21, 2025 at 11:41 PM
#DidYouKnow? Barbour County, #Alabama hosts nearly 25,000 residents with a unique demographic balance—almost even between Black and White communities—and a high school graduation rate near 80%. Curious to uncover more? Explore the Data → https://hubs.ly/Q03PCDhw0
#PublicData
#PublicData
Stop following marketing "rules" that weren't built for you.❌
They're wasting your time and budget.❌
We just published the 5 rules you should ignore, and the data-driven alternatives.✔️
#MarketingStrategy #Startups #Founder #GTM
https://hubs.ly/Q03Prwm60
They're wasting your time and budget.❌
We just published the 5 rules you should ignore, and the data-driven alternatives.✔️
#MarketingStrategy #Startups #Founder #GTM
https://hubs.ly/Q03Prwm60
October 21, 2025 at 9:17 AM
Stop following marketing "rules" that weren't built for you.❌
They're wasting your time and budget.❌
We just published the 5 rules you should ignore, and the data-driven alternatives.✔️
#MarketingStrategy #Startups #Founder #GTM
https://hubs.ly/Q03Prwm60
They're wasting your time and budget.❌
We just published the 5 rules you should ignore, and the data-driven alternatives.✔️
#MarketingStrategy #Startups #Founder #GTM
https://hubs.ly/Q03Prwm60
Stop burning cash on Facebook ads.🔥
If your strategy is based on guesswork, you're set up to fail. The fix? A data-driven GTM strategy.
Here’s how to build one (before you spend another cent)👇
#SaaS #MarketingStrategy #FounderLife #Growth #Research
https://hubs.ly/Q03PhmHy0
If your strategy is based on guesswork, you're set up to fail. The fix? A data-driven GTM strategy.
Here’s how to build one (before you spend another cent)👇
#SaaS #MarketingStrategy #FounderLife #Growth #Research
https://hubs.ly/Q03PhmHy0
October 20, 2025 at 11:57 AM
Stop burning cash on Facebook ads.🔥
If your strategy is based on guesswork, you're set up to fail. The fix? A data-driven GTM strategy.
Here’s how to build one (before you spend another cent)👇
#SaaS #MarketingStrategy #FounderLife #Growth #Research
https://hubs.ly/Q03PhmHy0
If your strategy is based on guesswork, you're set up to fail. The fix? A data-driven GTM strategy.
Here’s how to build one (before you spend another cent)👇
#SaaS #MarketingStrategy #FounderLife #Growth #Research
https://hubs.ly/Q03PhmHy0
Did you know? Autauga County, #AL is home to over 59,000 residents with notable homeownership rates and a median household income nearing $70K.
#PublicData #DataDemocratization #Research
#PublicData #DataDemocratization #Research
October 20, 2025 at 7:00 AM
Did you know? Autauga County, #AL is home to over 59,000 residents with notable homeownership rates and a median household income nearing $70K.
#PublicData #DataDemocratization #Research
#PublicData #DataDemocratization #Research
Your gut feeling is killing your marketing ROI.
Most messaging is based on:
👎Internal bias (marketing to yourselves)
👎Competitor mimicry (a strategy for someone else's audience)
The fix is a strategy based on data. We broke down how. 👇
#Market...
https://hubs.ly/Q03NS1Vg0
Most messaging is based on:
👎Internal bias (marketing to yourselves)
👎Competitor mimicry (a strategy for someone else's audience)
The fix is a strategy based on data. We broke down how. 👇
#Market...
https://hubs.ly/Q03NS1Vg0
October 16, 2025 at 12:25 AM
Your gut feeling is killing your marketing ROI.
Most messaging is based on:
👎Internal bias (marketing to yourselves)
👎Competitor mimicry (a strategy for someone else's audience)
The fix is a strategy based on data. We broke down how. 👇
#Market...
https://hubs.ly/Q03NS1Vg0
Most messaging is based on:
👎Internal bias (marketing to yourselves)
👎Competitor mimicry (a strategy for someone else's audience)
The fix is a strategy based on data. We broke down how. 👇
#Market...
https://hubs.ly/Q03NS1Vg0
Flawless code but no users? You haven't failed as a builder, you've stumbled on a marketing problem.
"If you build it, they will come" is a flawed algorithm. Time to debug your growth strategy. 🔨
#PublicData #Startups #Saas #BuildInPublic
https://hubs.ly/Q03NqtDg0
"If you build it, they will come" is a flawed algorithm. Time to debug your growth strategy. 🔨
#PublicData #Startups #Saas #BuildInPublic
https://hubs.ly/Q03NqtDg0
October 14, 2025 at 9:15 AM
Flawless code but no users? You haven't failed as a builder, you've stumbled on a marketing problem.
"If you build it, they will come" is a flawed algorithm. Time to debug your growth strategy. 🔨
#PublicData #Startups #Saas #BuildInPublic
https://hubs.ly/Q03NqtDg0
"If you build it, they will come" is a flawed algorithm. Time to debug your growth strategy. 🔨
#PublicData #Startups #Saas #BuildInPublic
https://hubs.ly/Q03NqtDg0
Why Most Startup GTM Strategies Fail (And What to Do Instead) - Uncover 5 critical GTM blind spots that could be ruining your startup's success. Learn how to optimize your strategy with data-driven insights! 🚀
#VibeAnalytics #PublicData #S...
https://hubs.ly/Q03Nfj_80
#VibeAnalytics #PublicData #S...
https://hubs.ly/Q03Nfj_80
October 13, 2025 at 11:15 AM
Why Most Startup GTM Strategies Fail (And What to Do Instead) - Uncover 5 critical GTM blind spots that could be ruining your startup's success. Learn how to optimize your strategy with data-driven insights! 🚀
#VibeAnalytics #PublicData #S...
https://hubs.ly/Q03Nfj_80
#VibeAnalytics #PublicData #S...
https://hubs.ly/Q03Nfj_80
Stop Brainstorming Personas. Start Discovering Them in Data - Stop guessing customer personas. Discover them through data-driven insights to save resources and create impactful marketing strategies.🚀
#Research #startups #personas #marketingtips #saas
https://hubs.ly/Q03MVHWr0
#Research #startups #personas #marketingtips #saas
https://hubs.ly/Q03MVHWr0
October 9, 2025 at 11:16 AM
Stop Brainstorming Personas. Start Discovering Them in Data - Stop guessing customer personas. Discover them through data-driven insights to save resources and create impactful marketing strategies.🚀
#Research #startups #personas #marketingtips #saas
https://hubs.ly/Q03MVHWr0
#Research #startups #personas #marketingtips #saas
https://hubs.ly/Q03MVHWr0
Your TAM is Probably Wrong. Here’s How to Fix It in 5 Minutes. - Discover how to fix your flawed TAM calculations in 5 minutes with data-driven insights and impress investors. Boost your startup's market strategy now!🚀
#PublicData #DataDemocratizatio...
https://hubs.ly/Q03MHfMj0
#PublicData #DataDemocratizatio...
https://hubs.ly/Q03MHfMj0
October 8, 2025 at 12:21 AM
Your TAM is Probably Wrong. Here’s How to Fix It in 5 Minutes. - Discover how to fix your flawed TAM calculations in 5 minutes with data-driven insights and impress investors. Boost your startup's market strategy now!🚀
#PublicData #DataDemocratizatio...
https://hubs.ly/Q03MHfMj0
#PublicData #DataDemocratizatio...
https://hubs.ly/Q03MHfMj0
How Census Data Is Fueling Startups - Unlock your startup's potential by leveraging public data for growth. Ditch guesswork in your GTM strategy and make informed, data-driven decisions.
#PublicData #DataDemocratization #VibeAnalytics #Research #AI
blog.cambium.ai/marketing/ho...
#PublicData #DataDemocratization #VibeAnalytics #Research #AI
blog.cambium.ai/marketing/ho...
How Census Data Is Fueling Startups
Unlock your startup's potential by leveraging public data for growth. Ditch guesswork in your GTM strategy and make informed, data-driven decisions.
blog.cambium.ai
October 7, 2025 at 1:14 AM
How Census Data Is Fueling Startups - Unlock your startup's potential by leveraging public data for growth. Ditch guesswork in your GTM strategy and make informed, data-driven decisions.
#PublicData #DataDemocratization #VibeAnalytics #Research #AI
blog.cambium.ai/marketing/ho...
#PublicData #DataDemocratization #VibeAnalytics #Research #AI
blog.cambium.ai/marketing/ho...
With the U.S. government shut down, federal data sites aren’t being monitored, and questions aren’t being answered.
Cambium AI lets you query public datasets like the ACS instantly with natural language.
Your data questions don’t have to wait.
👉 www.cambium.ai
#Census #ACS #GovShutdown #DataViz
Cambium AI lets you query public datasets like the ACS instantly with natural language.
Your data questions don’t have to wait.
👉 www.cambium.ai
#Census #ACS #GovShutdown #DataViz
October 2, 2025 at 12:23 AM
With the U.S. government shut down, federal data sites aren’t being monitored, and questions aren’t being answered.
Cambium AI lets you query public datasets like the ACS instantly with natural language.
Your data questions don’t have to wait.
👉 www.cambium.ai
#Census #ACS #GovShutdown #DataViz
Cambium AI lets you query public datasets like the ACS instantly with natural language.
Your data questions don’t have to wait.
👉 www.cambium.ai
#Census #ACS #GovShutdown #DataViz
What if public data could talk back? 🤔 We're moving beyond traditional dashboards into a new era where data interaction is intuitive and conversational.
blog.cambium.ai/beyond-the-d...
#LLM #AI #vibeanalytics #policy
blog.cambium.ai/beyond-the-d...
#LLM #AI #vibeanalytics #policy
Beyond the Dashboard: Why the Future of Data is Conversational
Dashboards can be a barrier to entry. The future of data analysis lies in natural language and conversational AI, making insights accessible to everyone.
blog.cambium.ai
September 30, 2025 at 4:13 AM
What if public data could talk back? 🤔 We're moving beyond traditional dashboards into a new era where data interaction is intuitive and conversational.
blog.cambium.ai/beyond-the-d...
#LLM #AI #vibeanalytics #policy
blog.cambium.ai/beyond-the-d...
#LLM #AI #vibeanalytics #policy
Ever wonder what average incomes look like by age in the U.S.? This chart says it all: early adulthood is a time of rapid financial growth!
Source: 2023 ACS
#Census #demographics #income
Source: 2023 ACS
#Census #demographics #income
September 29, 2025 at 2:08 AM
Ever wonder what average incomes look like by age in the U.S.? This chart says it all: early adulthood is a time of rapid financial growth!
Source: 2023 ACS
#Census #demographics #income
Source: 2023 ACS
#Census #demographics #income
The old way of testing business ideas is broken. 🙅
Instead of spending weeks on surveys, what if you could get instant feedback from data-driven AI personas? The future of market validation is here.
blog.cambium.ai/market-valid...
#Startups
#Founders
#Entrepreneurs
#ProductManagers
#LeanStartup
Instead of spending weeks on surveys, what if you could get instant feedback from data-driven AI personas? The future of market validation is here.
blog.cambium.ai/market-valid...
#Startups
#Founders
#Entrepreneurs
#ProductManagers
#LeanStartup
Market Validation with Synthetic Personas
Discover a new method for market validation using synthetic personas built directly from public data. Test product-market fit and reduce research timelines
blog.cambium.ai
September 24, 2025 at 1:07 AM
The old way of testing business ideas is broken. 🙅
Instead of spending weeks on surveys, what if you could get instant feedback from data-driven AI personas? The future of market validation is here.
blog.cambium.ai/market-valid...
#Startups
#Founders
#Entrepreneurs
#ProductManagers
#LeanStartup
Instead of spending weeks on surveys, what if you could get instant feedback from data-driven AI personas? The future of market validation is here.
blog.cambium.ai/market-valid...
#Startups
#Founders
#Entrepreneurs
#ProductManagers
#LeanStartup
#DidYouKnow?
In some U.S. states, more than 1 in 8 voting-age citizens have not earned a high school diploma.
In Mississippi and Louisiana, it's around 13% and Puerto Rico tops the list, with over 18%.
(2023 5-Year ACS)
#population #college #USA #demography #education
In some U.S. states, more than 1 in 8 voting-age citizens have not earned a high school diploma.
In Mississippi and Louisiana, it's around 13% and Puerto Rico tops the list, with over 18%.
(2023 5-Year ACS)
#population #college #USA #demography #education
September 22, 2025 at 1:18 AM
#DidYouKnow?
In some U.S. states, more than 1 in 8 voting-age citizens have not earned a high school diploma.
In Mississippi and Louisiana, it's around 13% and Puerto Rico tops the list, with over 18%.
(2023 5-Year ACS)
#population #college #USA #demography #education
In some U.S. states, more than 1 in 8 voting-age citizens have not earned a high school diploma.
In Mississippi and Louisiana, it's around 13% and Puerto Rico tops the list, with over 18%.
(2023 5-Year ACS)
#population #college #USA #demography #education
Most data strategies collect dust. Not this one.🙅
We built a 4-step framework that turns data into decisions, not just documents. Free template included. 👇
https://hubs.ly/Q03K31fQ0
#DataStrategy #Startups #BusinessIntelligence #BuildInPublic #VibeAnalytics
We built a 4-step framework that turns data into decisions, not just documents. Free template included. 👇
https://hubs.ly/Q03K31fQ0
#DataStrategy #Startups #BusinessIntelligence #BuildInPublic #VibeAnalytics
September 20, 2025 at 6:01 AM
Most data strategies collect dust. Not this one.🙅
We built a 4-step framework that turns data into decisions, not just documents. Free template included. 👇
https://hubs.ly/Q03K31fQ0
#DataStrategy #Startups #BusinessIntelligence #BuildInPublic #VibeAnalytics
We built a 4-step framework that turns data into decisions, not just documents. Free template included. 👇
https://hubs.ly/Q03K31fQ0
#DataStrategy #Startups #BusinessIntelligence #BuildInPublic #VibeAnalytics
#DidYouKnow 🔎
According to the 2023 ACS, approximately 460,500 people in the US report having a disability and also have an annual income of over $200,000.
According to the 2023 ACS, approximately 460,500 people in the US report having a disability and also have an annual income of over $200,000.
September 19, 2025 at 5:04 AM
#DidYouKnow 🔎
According to the 2023 ACS, approximately 460,500 people in the US report having a disability and also have an annual income of over $200,000.
According to the 2023 ACS, approximately 460,500 people in the US report having a disability and also have an annual income of over $200,000.