AI & ML

Will AI take my job?

By
Steve Hazelton
April 7, 2023
5 min read

“100% of this article was written by a human” (True)

We’ve all seen large language models (LLMs) rapidly move into the mainstream, and many of us are already using them at present to generate blog posts, sales emails, and marketing campaigns (sadly, not yours truly). 

Indeed, there is no shortage of ideas and blog posts explaining how businesses will use LLMs to generate content and remove routine or laborious tasks. Some say LLMs will render coders and lawyers obsolete. (BTW, they won’t). While there will certainly be job disruptions, we believe the change will be one of radical productivity improvement and, as a result, much more interesting and fulfilling work for many of today’s knowledge workers.

Before continuing, let’s clarify. LLMs are just one type of AI, a “tool.” If you think that auto-creating a sales email is a kind of “meh” endgame of billions of funding, you won’t hurt our feelings. That’s because we feel the future of AI in business will be utilizing many AI tools that will go far beyond creating content. They will help you think and take action. They will help you do things that are almost impossible or are very expensive to do today.

If you love manually updating JIRA with bug reports, typing QBR results into spreadsheets every Friday, or getting five people in a room to discuss your best customer, then the adoption of AI for your business is going to be a bummer. For the rest of us, AI will make us much more productive, informed, and, ultimately, employable.

Before continuing, I would like to say that I have spoken to many companies that have “started using AI in our business.” This always means dumping a healthy serving of emails and support tickets into GPT and generating summaries. And many now say, “That was cool, but now what?”

They’ve just scratched the surface. At the risk of sounding like an AI hype machine, answering “What’s next?” is really difficult because we’re still trapped in an impossibility box: today, there are things we think are impossible but aren’t anymore. 

 

At Sturdy, business for AI will go beyond Generative AI, fundamentally changing how businesses collect, organize and synthesize their information. For now, I will call this AI Harmonization (AIH).  Again, this goes far beyond writing sales emails. Beyond the LLM, AIH will illuminate previously dark sources of data and harmonize that information across other models, thereby creating previously unimaginable strategic visibility and scale.

The pieces of this AIH pie are the following: 

  1. Collect and flatten metadata, structured data, and unstructured data into a privacy-compliant, permissioned, and normalized structure;
  2. Autonomously identify themes, topics, and insights inside this information and at its intersections. 
  3. Automatically deliver “stuff” to, and synchronize with, other systems, workflows, and people who need it.
  4. All of the above will be done automatically, in real-time, without supervision.
  5. (extra credit): Your interface to this information will fundamentally change from “click here, then click here” to “tell me what you want.”

Of course, what I just laid out vastly simplifies the challenge. Yet, I can’t help but feel super excited about what it means…here are some examples:

If you are an Account Manager, your day might start with, 

“Here are three accounts you need to look at right now.”

Or, let’s say you’re a VP of CS, 

“Let me know anytime an enterprise customer has an issue within 90 days of their renewal date. Check this every day at 9 am.”

Or, imagine being a new VP of Products at a SaaS business, 

“Every Tuesday, send me an XLS with a product roadmap with all bugs, organized by topic, reported by our enterprise customers worth more than 500k in ARR ranked by unhappiness generated and estimated engineering complexity.” 

Sure, many of the examples above are already completed in many well-run companies today. They are just being done with manual labor. A lot of manual labor. In fact, our Sturdy data shows us that as much as 45% of an Account Manager’s day is data entry. Logging tickets, updating salesforce, writing call summaries (that number doesn’t even count the “account review” meetings). 

Yes, AI will eliminate almost all this manual labor masquerading as knowledge work. 

It will automate almost all data collection… reporting…and, eventually, much of the response. 

But, worker productivity will skyrocket and allow our teammates to focus on much more meaningful tasks.

(Shameless plug: you could buy Sturdy today and next week 3 of the examples shown above are now part of your business. (What, you think I write blog posts for my health?))

In short, the people interacting on a day-to-day basis with customers will have about twice as much time to do high-value things, like talking to customers. If I had to guess, I would say that this probably means companies will have fewer Account Managers, but it also means that they’ll become twice as valuable (because they’ll be 2x more productive).

If you were hired as an Engineer in 1970, it is likely that for the first decade of your professional career, you spent your days using a slide rule to double-check someone else’s work. Did a computer take the engineer's job? No. Did their jobs get better, more productive, and more important? You betcha. 

Let’s do this. 

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Software

STURDY.AI ANNOUNCES $6M SEED ROUND

Joel Passen
April 1, 2025
5 min read

Sturdy's Customer Intelligence Platform performs real-time revenue threat root cause analysis, and delivers cross-functional insights to the teams and systems to mitigate churn.

Portland, OR — April 1, 2025 — Sturdy.ai, a pioneer in AI-powered customer intelligence, today announced it has raised $6M in Series Seed funding. Voyager Capital led this round, with participation from Fortson VC as well as existing investor, Grotech Ventures. The funds will be used to deepen Sturdy’s AI capabilities, expand integrations with customer data silos, and grow its go-to-market and engineering teams.

Modern Teams Need Actionable Intelligence to Protect and Grow Revenue

With customer expectations higher than ever and retention under pressure, the need for proactive, AI-driven revenue insights has never been more urgent. According to industry data, reducing churn by just 5% can increase profits by up to 95%. Enterprises have spent millions on building silos of applications to get closer to their customers and create active communication channels in the hope of mitigating churn risk early. Yet, this has failed to provide the proactive warning signals required. Sturdy closes the gap by seeing across these silos for a unified view of customer communication.

“We’re creating an AI-first intelligent interface for all things customer. This allows Sturdy to provide an almost magical understanding of every customer interaction across every data silo,” said Steve Hazelton, CEO and co-founder of Sturdy.ai. “This funding enables us to move faster to empower teams to stay ahead of risk and unlock new revenue opportunities.”

Investors Bet Big on AI-Powered Revenue Threat Detection

The funding round attracted a strong syndicate of investors aligned on Sturdy’s vision for a more innovative, AI-native approach to revenue intelligence. Voyager Capital, known for backing category-defining SaaS platforms, led the round, with General Partner Diane Fraiman joining Sturdy's board.

“Sturdy is tackling one of the most urgent and overlooked problems in enterprise software—how to extract proactive insights from the flood of daily customer interactions,” said Diane Fraiman, Managing Director of Voyager Capital. “Retention has become a critical topic in boardrooms. We believe that every business will have a system of intelligence in the next 3 years. Sturdy’s platform is positioned to become essential infrastructure for any company serious about protecting and growing revenues while truly putting their customers first.”

“Sturdy is one of the most powerful and immediate applications of AI and natural language processing we’ve seen,” said Thomas O’Keefe, CEO of Solo LLC. “At both Solo and previously at Syntrio, it has delivered instant value—surfacing proactive, actionable customer insights and driving measurable improvements in retention.”

About Voyager

Voyager Capital is a leading West Coast early-stage venture firm, providing entrepreneurs with the resources, experience, and connections to build successful companies for today’s modern economy. Voyager invests primarily in B2B technology companies, including AI-driven business solutions, software-driven hardware, sustainable agriculture, and supply chain. The firm's domain expertise, go-to-market, and team-building resources are proven to help build market leaders. Voyager Capital has over $550 million under management with offices and resources in Seattle, Portland, Vancouver, and Calgary. 

About Fortson VC

Fortson VC is a seed-stage venture firm based in the Pacific Northwest, built for exceptionally rare founders who are pushing the boundaries of what’s possible.  Led by Cole Younger, Fortson brings over two decades of early-stage investing experience and a disciplined approach grounded in authenticity, grit, and courage.  While driven by curiosity, our primary focus is B2B software and the technological frontier around it—the infrastructure, intelligence, and automation shaping the future of how businesses create value.

About Grotech Ventures

Founded in 1984, Grotech Ventures is a leading early investor in high-potential technology companies. Grotech seeks innovative, early-stage investments across the technology landscape and continues to invest and add value throughout the life cycle of each portfolio company. The firm has a strong combination of financial backing, industry relationships, and deep domain and operational expertise to accelerate growth. With more than $1.0 billion in committed capital, Grotech supports early-stage companies through investments starting as small as $500,000. For more information, visit http://www.grotech.com.

About Sturdy

Founded in 2020, Sturdy is an AI-forward autonomous Customer Intelligence platform that proactively identifies churn risks across all customer-facing silos. Sturdy analyzes unstructured customer interactions—emails, calls, support tickets, chats, and more—discovering revenue threats, pinpointing root causes, and delivering cross-functional insights in real time. Sturdy has analyzed billions of customer interactions, giving it one of the largest proprietary datasets in the category and enabling its models to surface insights faster and more accurately than competitors. At a time when customer retention is a top priority for every business, Sturdy turns the noise of customer conversations into a strategic advantage.

For more information, visit www.sturdy.ai or reach out to Joel Passen at joel@sturdy.ai

Integrations

Product Update! Sturdy now integrates with Jira

Joel Passen
March 10, 2025
5 min read

We’re making it easier than ever to turn customer feedback into action while saving businesses hundreds of thousands of dollars per year. With Sturdy’s new Jira Connect, any AI-powered Signal in Sturdy can be automatically logged in Jira—helping teams capture, prioritize, and resolve issues faster than ever.

Sturdy for Jira is a Game Changer

Every team needs to know more about their customers. 

Turn customer feedback into valuable Jira content automatically. Sturdy’s AI accurately detects feature requests, bug reports, and other critical product feedback. Customizable agents then deliver this context-rich intelligence to a configurable staging area in Jira with all relevant user and account details, such as segment, ARR, and more. The content is objectively summarized automatically. From there, assigning it to an epic, task, sprint, or release is just one click.

Productivity Gains that Move the Needle

Businesses are unknowingly spending hundreds of thousands of dollars per year on something as simple as manually logging Jira issues. A single customer-facing rep wastes nearly 87 hours annually on repetitive data entry—scaling up to a staggering $354,200 per year for a team of 100 reps. By integrating Sturdy’s AI-driven automation, businesses can reclaim thousands of hours, improve productivity, and reinvest those savings into growth and innovation—all while ensuring more accurate, real-time data flows into Jira effortlessly.

Align product teams with customer reality.

By centralizing AI-powered insights in Jira, Sturdy ensures that product and engineering teams get a complete, objective picture of what’s working, what’s broken, and what needs to be built—without relying on anecdotal feedback. Customer-reported issues appear in Jira moments after they happen, ensuring your product and engineering teams stay ahead of emerging trends and critical bugs—without the lag of traditional reporting.

Effortless setup, immediate impact.

Sturdy’s turnkey integration takes minutes to configure. Once connected, your team gains instant access to context-rich, structured feedback—helping you make faster, data-driven decisions that improve customer satisfaction.

Want to get started? Click the 'Schedule Demo' button at the top of the page.

Integrations

Product Update! Sturdy Now Analyzes Customer Slack Channels

Joel Passen
March 3, 2025
5 min read

We’re making it easier than ever for teams to tap into the power of customer conversations. With this integration, Sturdy’s AI-driven insights—trained to spot key behaviors and trends unique to your business—are now right where your team works. That means more proactive decisions, better collaboration, and a serious productivity boost.

Here’s how Sturdy works with Slack.

  • Get the right insights, right in Slack. Sturdy delivers AI-powered Signals where your team already works, flagging risks, expansion opportunities, and other key moments in real-time. No more digging through conversations—just actionable insights when you need them.

  • Stay on top of every conversation. If your team works asynchronously in Slack channels, it’s easy for important feedback to get lost. Sturdy keeps you ahead by surfacing critical insights before they slip through the cracks.

  • Act fast, not after the fact. Whether it’s a service risk, a feature request, or a potential upsell, Sturdy helps teams spot and respond to what matters—without disrupting their workflow.

Seamless sync with your tools. Sturdy doesn’t just stop at Slack. Insights discovered in customer Slack channels automatically flow into Jira, CSPs, CRMs, and other systems, ensuring the right teams get the right info—without extra work.

How many customers will you have to lose before you try Sturdy?

Schedule Demo
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