All this and more in this week’s edition of The Hypha Wire, from Hypha HubSpot Development. ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­    ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­  
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Welcome back to The Hypha Wire! How is it still winter out there??

 

I’ve been in the weeds in a client’s HubSpot portal this week, shoring up reporting, tightening workflows, making sure nothing slips through the cracks. It had me thinking about the habits that make HubSpot actually work for you instead of the other way around.

 

I got lucky with this portal. The team had already done the hard work of keeping things organized: pretty clean data, workflows that make sense, no mystery contacts with blank email addresses. But that’s not always the case. Our team talks about it frequently—more often than not, when we get into new portal, we find incomplete records, broken automation, and data that’s been rotting for months.

 

The difference comes down to diligence and experience. Our platform experts don’t just react when something breaks. They build systems that catch problems before they become problems. 

 

A few habits I’ve picked up from our specialists that are worth stealing: Create an active list to surface contacts with no email address so you’re not paying to market to records that can’t receive anything. When something looks off, click into the property history. The invisible “details” option comes in clutch for figuring out what changed, when, and by whom. Use workflows not just to move records through stages, but to create alerts when things fall through the cracks. And when troubleshooting, always grab a sample contact or two where the issue happened.

 

You don’t need to know everything about HubSpot to make it work well. You just need to start preventing problems instead of fixing them.

 

-Sage Levene, VP of Marketing, Hypha HubSpot Development

 

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Open Mic

The Stack Is Too Big.
Here’s What's Actually Working.

By Kate Camargo, Project Manager, Hypha HubSpot Development

A lot of HubSpot audits I’ve run lately tells the same story: bloated tech stacks, redundant tools, and budget leaking out through overlap. Most teams are paying for four enrichment tools when one orchestrated setup could replace all of them.

Two platforms I keep coming back to: Clay and Factors.ai.

Clay started as an enrichment tool but has quietly become a full GTM orchestration platform. Instead of buying five point solutions that each cover 60% of your ICP, Clay runs a waterfall across 150+ data providers in a single pass—and only charges for successful matches. Reps get pre-built account briefs before first touch. Firmographics, tech stack, hiring signals, all already in the record.

Factors works the other side. It aggregates behavioral signals—LinkedIn ads, G2 activity, website visits—and classifies accounts as Hot, Warm, or Cold. That classification syncs directly into HubSpot as a property, triggering workflows and rep alerts automatically. And because engagement levels decay over time, the data stays current. Your “Hot” segment actually reflects who’s in a buying window right now, not six months ago.

The play that works: Clay enriches and pre-qualifies the account. Factors confirms active buying intent. HubSpot fires the rep a task with context already loaded. The window is open, the brief is ready, the rep just has to move.

Fewer tools. Cleaner data. Faster deals. That’s where the best-run stacks are heading.

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Second Hand News

SparkToro: Why LinkedIn Might Have Two Algorithms — and Why Marketers Should Care ➜

 

LinkedIn is playing a Jigsaw-like game with its algorithm. But the underlying message of this guide? Stop trying to trick the algorithm. Make it easy for it to understand you; use clear positioning, consistent topics, and intentionally engage with the communities you want to reach.

 

“A recent analysis from Christopher Penn suggests the platform may be running two separate systems that work together to determine what shows up in the feed.

 

“One system decides whether your post should even be considered for someone’s feed. The other decides where it ranks once it gets there. If that distinction is even partially accurate, it explains a lot about why some posts take off while others disappear into the lonely island of ‘What Michael B. Jordan’s Oscar win taught me about B2B sales’ posts.”

Jack Nicholson from A Few Good Men saying, 'You can't handle the algorithms!'

Digiday: Furniture.com was built for SEO. Now it’s trying to crack AI search ➜

 

This caught my eye and brought me back to many conversations with clients about domain name importance. While it doesn’t hurt to have a great domain, it’s not the end all be all anymore. Even the OGs have to start playing the new game.

 

“In the early days of the internet, owning a domain like Furniture.com was the digital equivalent of beachfront property. If shoppers were looking for a couch online, there was a good chance they would start by typing ‘furniture.com.’

 

“Two decades later, that shopper may instead ask a chatbot where to buy a sofa, leaving companies built on those once-prized domain names scrambling to make sure they show up in the answer.

 

“‘The shift from keyword to more semantic-based and conversational search and discoverability is a big part of how we’re thinking about Furniture.com as a website and as a platform,’ said Alex Seaman, Furniture.com’s senior vice president and co-founder.”

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Hypha Highlights

Blurred excel image with Xs over data and text - What is dirty data - How it corrupts AI in Hubspot

Dirty data is CRM data that contains inaccuracies, duplicate records, missing fields, or inconsistent formatting—any condition that prevents a system from reliably identifying, categorizing, or analyzing a record. It is the leading cause of AI failure in CRM environments, not because the AI itself is flawed, but because AI systems learn from data patterns.

 

When those patterns are corrupted, contradictory, or incomplete, the outputs become unreliable regardless of the sophistication of the model. Organizations implement data quality programs through deduplication, field standardization, and completeness enforcement to ensure AI tools have a reliable foundation to operate from.

 

For HubSpot Admins preparing to activate AI-dependent features, the distinction between dirty data types matters, as each one degrades AI outputs through a different mechanism and requires a different fi

 

Read: What Is Dirty Data? How It Corrupts AI in HubSpot ➜

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HubSpot Hacks

Interested in demoing Customer Agent for your company but don’t want to commit? There’s now a free 28-day trial you can enable! 

 

To learn more check out the documentation here, and for help setting it up, call your friends at Hypha. (We have a ton of experience.)

Sparkles

AI in Action

News, updates and tools from the AI industry.

It’s a long update today!

 

Elon Musk’s xAI is undergoing another rebuild with only two of its original 11 co-founders remaining as the company struggles to compete with Anthropic’s Claude Code and OpenAI’s Codex in AI coding tools. Co-founders Zihang Dai and Guodong Zhang left this week after Musk complained about lagging performance, following last month’s departure of 11 senior engineers and two co-founders.

 

Snowflake research found that 77% of organizations report AI-driven job creation compared to 46% reporting job losses, with organizations earning roughly $1.49 for every dollar invested in AI. However, 96% face significant challenges with data readiness and governance, with only 7% saying more than half of their unstructured data is AI-ready, while nearly half of all code (48%) is now AI-generated.

 

Nvidia CEO Jensen Huang announced at the company’s GTC 2026 conference that AI chip demand through 2027 has doubled to $1 trillion, up from the roughly $500 billion outlook shared just months ago. Analysts noted the forecast implies calendar year 2027 revenue above $500 billion, approximately 7% higher than Wall Street’s current expectations of $468 billion.

 

Manus launched My Computer, a new desktop application that allows the AI agent to work directly with users’ local files, tools, and applications through command line instructions instead of being limited to cloud-based operations. The feature enables Manus to automate file management tasks, build complete desktop applications, and leverage idle local compute resources like GPUs for 24/7 remote task execution.

 

Anthropic is now capturing over 73% of spending among companies buying AI tools for the first time, up from a 50/50 split with OpenAI just 10 weeks ago and from 40% in early December, according to customer data from Ramp.

 

OpenAI is in advanced talks to form a joint venture with private equity firms TPG Inc. and Bain Capital worth about $10 billion to expand the use of its AI tools in businesses, with the venture expected to have a pre-money valuation of roughly $10 billion and private equity investors potentially committing about $4 billion in funding.


Similarly, Anthropic is in talks with a consortium of private equity firms including Blackstone and Hellman & Friedman about forming an AI-focused joint venture to sell Claude technology to companies funded by the investment firms using a Palantir-like consulting model, with discussions temporarily impacted by the recent Pentagon conflict but continuing, as Anthropic’s annualized revenue reached $19 billion, up from $9 billion at the end of last year.

 

OpenAI released GPT-5.4 mini and GPT-5.4 nano, smaller and faster models designed for high-volume AI workloads that deliver near-flagship performance at much lower cost, with GPT-5.4 mini running more than twice as fast as GPT-5 mini. The models are designed for coding assistants, subagent workflows, and multimodal tasks, with Codex using only 30% of the GPT-5.4 quota when delegating to mini subagents.

 

Additionally, OpenAI is planning to unify its ChatGPT app, Codex coding platform, and Atlas browser into a single desktop “superapp” to simplify the user experience and focus resources on engineering and business customers.

 

Microsoft is weighing legal action against Amazon and OpenAI over a $50 billion cloud deal that could breach its exclusive agreement requiring all OpenAI API access to be routed through Azure. The dispute centers on whether Amazon’s “Stateful Runtime Environment” for OpenAI’s Frontier product violates the contract, with Microsoft executives saying they “will sue them if they breach it” while OpenAI maintains the deal is compatible with their agreement, though the legal threat could derail OpenAI’s planned IPO this year.

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1x Speed

The podcasts Team Hypha has queued up.

Decoder with Nilay Patel

Decoder with Nilay Patel: Yahoo CEO on reviving the web’s homepage

 

“Jim Lanzone is the CEO of Yahoo. It’s basically impossible to sum up Yahoo’s story over the last 25 years, but the short version is that once upon a time, Yahoo paid Google to run the search box on its website, and everything immediately went sideways. Jim calls it Yahoo’s original sin. But after a long series of mergers, spinouts, and a hot, weird minute as part of Verizon, Yahoo is once again an independent, privately held company — and it’s growing. Yahoo Sports, Finance, and email (yes, really) are all getting bigger. But can Yahoo really take market share from Google? And with so much of both sports and finance turning into straight up gambling, does Jim have any red lines he won’t cross with two of the biggest apps on the internet?”

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How can we help you?

Case Study: Marketing IFM on HubSpot

Two integrated facilities management companies had the same problem: buyers didn’t know what to search for. IFM sits in an awkward middle ground—consultative, variable, and hard to define.

 

One company served major retailers but avoided the “work order management” label buyers used. The other wanted to grow beyond Legionella compliance but hadn’t defined a broader story. In both cases, positioning wasn’t clear, and inbound stalled.

 

For the first, we ran a targeted ABM campaign with personalized landing pages, outreach, and a cost calculator. It led to meetings with national accounts.

 

For the second, we built authority through SEO and a weekly Legionella outbreak tracker. It pulled in search traffic and introduced buyers to compliance services.

 

The result: outreach drove meetings, and content built a path to repositioning. Same pattern in both; marketing works once positioning is clear.

 

Marketing a consultative service where buyers don’t know what to search for? Contact Hypha to get the positioning right before you build the campaigns.

 

Read the Full Case Study ➜

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Thanks for reading! We'll catch you next week. -Team Hypha

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