What Ledo Everywhere Actually Means (And Why We Built It This Way)

What Ledo Everywhere Actually Means (And Why We Built It This Way)

Ledo Everywhere

I have been doing this since 1999.

Not in that “I printed a website once” way. I mean actually building digital infrastructure for businesses, watching them install software they never use, paying for platforms that require a full-time administrator just to keep the lights on. I have seen the whole arc of this industry. The promise of every new tool. The graveyard of abandoned dashboards. The moment a client shows me their CRM and the last entry was from eight months ago.

That is the problem I have been trying to solve for most of my professional life. Not with better training. Not with longer onboarding docs. With architecture.

So when Jay and I started building Ask Ledo LLC, we were not building another CRM. We were building a different premise about where intelligence should live.

LeadMachine is what came out of phase one. It is an AI-first CRM for small business — not retrofitted with AI features but built from the ground up around an AI assistant named Ledo who actually runs the pipeline. He monitors leads, enriches contact data automatically, tells you who to call and why, and preps you before every conversation. He does not wait to be asked. That is the point.

Phase two is what we are calling Ledo Everywhere, and it is the thing I actually want to talk about here.

The Problem With How AI Gets Deployed

Most AI tools are built around a single assumption that I think is fundamentally wrong. The assumption is that you will go to the AI. You will open a tab, drag your context in, ask a question, and bring the answer back to wherever the real work is happening.

That model works fine for generating a first draft or answering a research question. It does not work for running a business.

The context a business actually needs — customer history, pipeline status, open quotes, support tickets, seasonal patterns, staff capacity — that context is scattered across eight different systems right now. Assembling it every time you need a decision made is not a productivity gain. It is a different shape of the same problem.

What Jay and I kept coming back to was a simpler question: what if the intelligence came to the data instead of the other way around?

That is Ledo Everywhere.

What the Architecture Actually Does

The intelligence layer inside LeadMachine — the enrichment engine, the conversational interface, the logic that takes incomplete, messy pipeline data and produces a clear next action — that architecture was deliberately built to be decoupled from the CRM application itself.

We did not know exactly where Ledo would go next when we built it that way. We knew he would go somewhere.

Ledo Everywhere takes that capability and makes it available as an embeddable layer for other platforms and business environments. The idea is not that every business needs to replace their existing systems with LeadMachine. The idea is that Ledo can operate alongside whatever is already there. He comes to where your data lives, learns the shape of your business from what is already present, and starts producing the kind of clear, actionable signals that most business owners are currently not getting from any system they own.

You do not configure it to understand your business. It figures that out from what is already there.

If that sounds abstract, the proof of concept is live. Jay built a NASCAR race predictor called MW vs Machine that runs Ledo’s intelligence layer against driver stats, track conditions, weather, and historical momentum, simulates 10,000 race outcomes, and produces a winner prediction. It has nothing to do with sales pipelines. It uses exactly the same reasoning architecture. That is the point. Ledo’s intelligence is not about CRM. It is about taking a complex data environment and surfacing the one thing that matters next.

What This Means for the Businesses We Work With

From the Avalanche Media Works side of this, Ledo Everywhere changes what I can offer consulting clients in a significant way.

I have spent 25 years helping businesses build their digital presence. The work has always been good. The frustration has always been the same: we build the thing, the client uses it for a while, the operational drag sets back in, and six months later they are back where they started. Not because the strategy was wrong. Because the infrastructure did not hold.

What Ledo Everywhere makes possible is a different kind of engagement. Instead of building a website and a content strategy and a CRM workflow and hoping the client executes consistently, I can build Ledo into the environment itself. He handles the operational layer. He monitors what is happening, flags what matters, and works the routine so the humans do not have to.

That is not a feature. That is a different category of service.

The agencies and consultants who figure this out early are going to have a substantial advantage over everyone still selling deliverables. Because deliverables are not what clients actually need. They need systems that keep working after the engagement ends.

The Calm Operator Principle Applies Here Too

Jay and I have written about the Calm Operator philosophy separately, and I want to be clear about why it is not just a marketing frame. It is a design constraint.

The natural objection to “AI embedded in more of your business environment” is that it means more noise. More notifications. More things flagging for your attention. More AI decisions you now have to audit.

If that is how it worked, we would have made the problem worse.

The Calm Operator principle is that AI should reduce the number of decisions sitting on your plate, not increase them. It should handle the routine things completely, flag the genuinely important things clearly, and stay out of your way about everything else. The goal is an operational environment where you have to think less often, and the things you do have to think about are actually worth your attention.

Ledo operating across a broader data environment has to follow the same rule. One signal at a time. The rest handled in the background. No dashboard you have to manage. No new system to check.

The intelligence is the infrastructure. Not the interface.

What We Are Looking For Now

The architecture is built. The proof of concept is live. The SDK and API are in active development.

What we are working toward is the right early partners — platforms that want to offer their users AI-powered intelligence without building an AI team, agencies that want to operate Ledo-powered services under their own brand, and businesses that are ready to have Ledo working across more of their environment than just a CRM.

If any of that matches where you are, start at askledo.com. That comes directly to Jay and me.

If you want to see what Ledo actually does before thinking about the platform layer, the fastest path is LeadMachine. The 14-day free trial is free. No credit card. The experience of having Ledo work your pipeline for two weeks translates directly to understanding what Ledo Everywhere will feel like at broader scale.

The future of AI in business is not a smarter chatbot in another browser tab. It is intelligence that operates where your work already happens — and gets out of the way when it is done.

That is what we are building.

— Mike Fraser
Founder, Avalanche Media Works
Co-Founder, Ask Ledo LLC

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New economic strategy opens up new markets to state

Video game programmers Windell Johnson, left, Dan Chaney and Victoria Spivak, pictured in this November 2007 file photo at Nerjyzed Entertainment Inc., represent the digital media jobs Louisiana economic development leaders want to generate more of by investing in a ‘blue ocean strategy’ study. Beginning this fall and continuing into 2010, the $1.23 million study will define how Louisiana can recruit jobs and investment in growth sectors for which the state is best-suited.

Lousiana’s blue ocean

In the past two years, Louisiana landed its first nuclear manufacturing complex, a testing center for one of the world’s largest video game developers, and a startup auto manufacturing plant that wants to change the way cars are built and sold.

One common thread is knit into the ventures. They represent jobs in sectors largely new to Louisiana, sectors that could yield far more jobs if the state cultivates the right companies, the right way.

Enter Louisiana’s new “Blue Ocean” strategy.

Blue ocean is a business metaphor lifted from the 2005 watershed book by W. Chan Kim and Renée Mauborgne, “Blue Ocean Strategy: How to Create Uncontested Market Space and Make the Competition Irrelevant.”

Kim and Mauborgne have built an entire consulting enterprise upon “Blue Ocean” after dedicating a sizable chunk of their lives to the pursuit. For a decade, they scrutinized 150 strategic business moves spanning 30 industries during the years 1880 to 2000.

What they discovered is most companies spend their business lives churning in “red oceans,” seas where the waters are roiled by countless competitors whose presence makes it difficult to generate profitable growth in the future.

Blue ocean businesses find new market spaces where they’re poised to offer low-cost, in-demand solutions that no one else is delivering as well.

Louisiana’s blue ocean strategy will be one that sets the state apart for new markets not fully exploited by other states, said Stephen Moret, the state’s economic development secretary.

In essence, Louisiana expects to get more jobs by offering a business climate where blue ocean companies can thrive.

“We’re not really looking to adopt the book’s complete philosophy so much as seeing that high-level idea — (blue ocean) — as the basic concept,” Moret said. “We’re so far behind in some existing growth industries that in many cases it would be futile and very costly to try to catch up.”

What can work, he said, is cultivating high-growth opportunities that aren’t yet dominated by other states.

Some examples:

NUCLEAR ENERGY MANUFACTURING: With dozens of nuclear power reactors being planned or built worldwide, Louisiana won a multistate competition to land a 1,400-job nuclear components manufacturing facility built by The Shaw Group and opening this fall in Lake Charles. The state used that deal to leverage a 15-year deal keeping Shaw’s headquarters in Baton Rouge and adding 1,500 new professional jobs over the length of the deal.

DIGITAL INTERACTIVE MEDIA: With some early Louisiana success stories at bringing digital applications to market — for example, TurboSquid Inc. in New Orleans and Nerjyzed Entertainment Inc. and Yatec LLC in Baton Rouge — the Baton Rouge Area Chamber, the state Department of Economic Development and LSU convinced Electronic Arts Inc. to bring a 220-job global testing center to LSU’s South Campus. The jobs largely are entry level, but the state and Baton Rouge officials eventually hope to win a video game development studio and the $60,000- to $80,000-a-year programming and design jobs that come with it.

ADVANCED MANUFACTURING: Published reports in northeast Louisiana — not confirmed by the state or the company — claim the V-Vehicle Co. manufacturing facility being developed in Monroe will produce an automotive Holy Grail: A car costing as little as $12,000 with fuel economy exceeding 40 mpg. If successful, the VVC venture exemplifies what the state wants more of — manufacturers creating blue ocean markets by doing something with technology that no one has done before. The bigger payoff may be that VVC’s lead investor is California-based venture capital firm Kleiner Perkins Caulfield & Byers, which shepherded Google, Sun Microsystems and Genentech into multibillion-dollar success stories. Moret expects the Kleiner Perkins relationship to yield other bioscience and advanced manufacturing investments in Louisiana.

VALUE-ADDED AGRIBUSINESS: In Lacassine, Mexican conglomerate Grupo Zaga opened a $20 million cotton-spinning mill this summer, with plans for a second facility and eventual demand for 15 percent to 20 percent of the state’s cotton crop. In Delhi, state officials convinced ConAgra Foods Inc. to build a $210 million sweet potato-processing facility. The investments symbolize blue ocean strategy in this sense: Each uses crops grown inside and outside the state to generate more investment and income inside the state.

Another common thread is that jobs among the blue ocean target firms tend to exceed average wages in their areas by a substantial amount.

The $35,000-a-year jobs for the ConAgra plant, for instance, are 44 percent higher than the current per capita income in Richland Parish, state officials said.

Louisiana has beaten the path to predicting future prosperity before, from a Capital Region cluster strategy pursued by a previous Baton Rouge Area Chamber administration to the Vision 2020 plan hammered out in Gov. Mike Foster’s administration.

Moret asserts that his department’s blue ocean initiative will be complementary to the Vision 2020 plan but create new market space.

Vision 2020, he said, articulated broad policy objectives, such as developing new software and energy ventures in the state.

Blue ocean will go further, refining software to digital interactive media companies and identifying specific firms that Louisiana can attract. Similarly, nuclear module manufacturing represents a unique energy industry category, which Moret said the state can use to woo more companies who could be suppliers to Shaw.

Earlier this year, Moret’s LED department advertised for proposals from consultants, one of whom would be picked to complete the first phase of the blue ocean study.

LED is close to selecting the consultant for what will be an expected six-month project.

But will the consultant create real blue ocean opportunities for the state or merely refine existing job-recruiting blueprints?

The outcome will depend on how seriously the state takes the blue ocean concept to heart, said H.R. “Pent” Penton, founder of Innovation Insights LLC. The Baton Rouge-based management consulting firm, with a satellite office in the Atlanta area, does two-thirds of its work in blue ocean-like strategies — or what he alternately calls value innovation.

Central to the work is helping companies prioritize what’s most valuable about their goods or services and identifying changes that accentuate that value, creating blue ocean market space in the process.

That’s essentially what Louisiana must do, Penton said.

“Where the blue ocean methodology will come in once you’ve identified those (long-range growth companies) is in understanding what’s going to attract them to Louisiana,” he said.

A true blue ocean study might take every company targeted by the state and draw what Penton describes as value curves showing the precise elements Louisiana can use to  differentiate itself from the competition — other states and nations — and to differentiate the company from its competitors.

That’s an intricate process, said Penton, who’ll teach a blue ocean introductory workshop on Oct. 15 through LSU’s Executive Education program.

“I think if you don’t have the right approach — and this is a problem I’ve always had with blue ocean, like so many strategic methodologies — they’re great looking backwards,” he said. “Anybody with a strategy can look at Southwest Airlines or pick Samsung — any company — and explain how that’s their strategy. And how in Southwest Airlines’ case, blue ocean didn’t exist, but intuitively that is what was done.”

The real challenge is moving companies forward to the point that they create blue ocean space no one else has, said Penton, who’ll broach that approach in the LSU workshop.

Done correctly, he said, it can be applied to a business, state or city — in the sense that East Baton Rouge’s city-parish government is attempting to create blue ocean space with its proposed Alive tourism project.

Moret said a second phase of the state’s blue ocean study will dig deeper into the specifics of how Louisiana can implement its targeted industry plan.

“(This) is the most important economic development strategy effort that we will pursue in this administration,” Moret said.

And the blue ocean strategies employed by the state will be overseen by a newly created state board, the Louisiana Innovation Council. Gov. Bobby Jindal appointed members to the 31-person council in August and the membership includes every major higher education figure in the state, business leaders, legislators and cabinet members, including Moret and Curt Eysink, executive director of the Louisiana Workforce Commission.

Moret emphasized that LED will continue to spend 50 percent of its efforts on existing companies in the state, helping them to expand and find their own blue ocean opportunities.

But unless new high-growth industries are added to the state’s economy, Louisiana will just peck away at its unemployment ranks without significantly growing its labor force and job numbers.

“Research shows that the dominant reason people move in the U.S. is to pursue a job or a business opportunity, and that’s especially true of Louisiana,” Moret said. “As a state, we have to be extremely serious about doing everything we can to formulate a growth policy.”

And yes, Moret added, special incentives will remain part of that growth policy when the state attempts to attract premier companies.

With careful cultivation, the payoff for blue ocean can be there, said John Zachary, research director for the Baton Rouge Area Chamber.

An example lies next door in Round Rock, Texas.

“Dell became the company they did because of manufacturing,” Zachary said, referring to the company’s blue ocean genius in making the personal computer cheaper and in getting it to the customer faster. “That’s an innovation.”

GARY PERILLOUX