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What is Your Business Proprietary Data Value In The Generative AI Era?

What is Your Business Proprietary Data Value In The Generative AI Era?

5 Hidden Realities of Valuing A Business in The AI Era

5 Hidden Realities of Valuing A Business in The AI Era

Boost Your Business Sales by 15% Using This E-Commerce Platform With Advanced Checkout

Boost Your Business Sales by 15% Using This E-Commerce Platform With Advanced Checkout

Selling An Online Business? 4 Surprising Insights to Achieve A Successful Business Exit

Selling An Online Business? 4 Surprising Insights to Achieve A Successful Business Exit

Explosive Growth Signals Golden Age for  Businesses To Shift Online in 2026

Explosive Growth Signals Golden Age for Businesses To Shift Online in 2026

Top Five Reasons Why Acquiring an AI LLM Can Grow Your Business With an ROI

Top Five Reasons Why Acquiring an AI LLM Can Grow Your Business With an ROI

Discover how AI LLM Software Improves Profits and Customer Experiences for Businesses

Discover how AI LLM Software Improves Profits and Customer Experiences for Businesses

AI Media Giant With Sony Netflix Partnerships Seeks Buyer of 90% Of The Business
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AI Media Giant With Sony Netflix Partnerships Seeks Buyer of 90% Of The Business

Existing shareholders seek buyer of 90% of their digital Marketplace and entertainment and media technology company.

Acquisitions Opportunities
Investment & ROI Projection Report | DeepRails Inc.
Acquisition Opportunities

Investment & ROI Projection Report | DeepRails Inc.

DeepRails presents an opportunity to acquire its profitable, AI software company with a defensive AI technology, an expert software engineer team, and a profitable SaaS and API platform.

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The “kill-switch for AI hallucinations” in LLM Evaluation Enters The M&A Market
Acquisition Opportunities

The “kill-switch for AI hallucinations” in LLM Evaluation Enters The M&A Market

A technically advanced GenAI infrastructure layer positioned at the epicenter of the Generative AI and LLM evaluation market presents a rare opportunity.

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Enterprise Opportunity | Premier Cybersecurity Provider Seeks New Owner Or Investment
Acquisition Opportunities

Enterprise Opportunity | Premier Cybersecurity Provider Seeks New Owner Or Investment

A highly 0rofitable cybersecurity provider Seeks Investor.

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AI Brand Hits the Market | A Gateway to Its AI Resource Platform, Brand Presence, Content, and Active Community
Acquisition Opportunities

AI Brand Hits the Market | A Gateway to Its AI Resource Platform, Brand Presence, Content, and Active Community

A unique acquisition opportunity for entrepreneurs and investors to acquire a leading presence in the rapidly expanding artificial intelligence (AI) sector.

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AI-LLM-SEO Content Generator Seeks New Owner
Acquisition Opportunities

AI-LLM-SEO Content Generator Seeks New Owner

An innovative AI-powered SEO Content Generator presents a highly compelling investment opportunity, boasting an impressive 94% profit margin.

Acquisitions Opportunities

What is Your Business Proprietary Data Value In The Generative AI Era?

5 Hidden Realities of Valuing A Business in The AI Era

5 Hidden Realities of Valuing A Business in The AI Era

Boost Your Business Sales by 15% Using This E-Commerce Platform With Advanced Checkout

Boost Your Business Sales by 15% Using This E-Commerce Platform With Advanced Checkout

Selling An Online Business? 4 Surprising Insights to Achieve A Successful Business Exit

Selling An Online Business? 4 Surprising Insights to Achieve A Successful Business Exit

AI’s Agentic AI Agents Now Have Real-Time Memory and Senses
January 14, 2026January 26, 2026

AI’s Agentic AI Agents Now Have Real-Time Memory and Senses

Do LLMs Bend the Rules in Programming When They Have Access to Test Cases?
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Do LLMs Bend the Rules in Programming When They Have Access to Test Cases?

Why The Model Context Protocol is the Unsung Hero of Agentic AI
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Why The Model Context Protocol is the Unsung Hero of Agentic AI

AI’s Agentic AI Agents Now Have Real-Time Memory and Senses
January 14, 2026January 26, 2026

AI’s Agentic AI Agents Now Have Real-Time Memory and Senses

Is Google Workspace With Gemini The Productivity Upgrade Your Business is Missing?
December 10, 2025January 27, 2026

Is Google Workspace With Gemini The Productivity Upgrade Your Business is Missing?

The Skills Needed To Succeed In The AI and Machine Learning Job Market
March 26, 2025November 13, 2025

The Skills Needed To Succeed In The AI and Machine Learning Job Market

AI/ML Courses To Enhance Your Software Skills and Knowledge
March 19, 2025November 13, 2025

AI/ML Courses To Enhance Your Software Skills and Knowledge

Python & AI/ML | Your Ticket To The Future of Tech
March 19, 2025November 13, 2025

Python & AI/ML | Your Ticket To The Future of Tech

What Is Python With AI?
March 8, 2025November 13, 2025

What Is Python With AI?

January 8, 2026January 12, 2026

Do LLMs Bend the Rules in Programming When They Have Access to Test Cases?

December 5, 2025January 28, 2026

Is Your AI Target Defensible? How RAGRecon Solves the Trust Gap in Cybersecurity

November 27, 2025December 10, 2025

DRAFT-RL | First LLM Evaluation Framework to Integrate Structured Reasoning with Multi-Agent RL

November 25, 2025January 13, 2026

Language Model Council | 20 LLMs Dethroned GPT-4o and Revealed the Flaws in AI Leaderboards

November 21, 2025December 10, 2025

Is This “Humanity’s Last Exam”… For Language Models?

November 7, 2025December 10, 2025

Humains-Junior Language Model Challenges GPT-4o on Factual Accuracy

AI and Language Model Research

Do LLMs Bend the Rules in Programming When They Have Access to Test Cases?
AI and Language Model Research

Do LLMs Bend the Rules in Programming When They Have Access to Test Cases?

January 8, 2026January 12, 2026
Is Your AI Target Defensible? How RAGRecon Solves the Trust Gap in Cybersecurity
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Is Your AI Target Defensible? How RAGRecon Solves the Trust Gap in Cybersecurity

December 5, 2025January 28, 2026
DRAFT-RL |  First LLM Evaluation Framework to Integrate Structured Reasoning with Multi-Agent RL
AI and Language Model Research

DRAFT-RL | First LLM Evaluation Framework to Integrate Structured Reasoning with Multi-Agent RL

November 27, 2025December 10, 2025
Language Model Council | 20 LLMs Dethroned GPT-4o and Revealed the Flaws in AI Leaderboards
AI and Language Model Research

Language Model Council | 20 LLMs Dethroned GPT-4o and Revealed the Flaws in AI Leaderboards

November 25, 2025January 13, 2026
Is This “Humanity’s Last Exam”… For Language Models?
AI and Language Model Research

Is This “Humanity’s Last Exam”… For Language Models?

November 21, 2025December 10, 2025
Humains-Junior Language Model Challenges GPT-4o on Factual Accuracy
AI and Language Model Research

Humains-Junior Language Model Challenges GPT-4o on Factual Accuracy

November 7, 2025December 10, 2025
January 28, 2026January 28, 2026

What is Your Business Proprietary Data Value In The Generative AI Era?

January 28, 2026January 28, 2026

5 Hidden Realities of Valuing A Business in The AI Era

January 1, 2026January 19, 2026

Boost Your Business Sales by 15% Using This E-Commerce Platform With Advanced Checkout

December 31, 2025January 27, 2026

Selling An Online Business? 4 Surprising Insights to Achieve A Successful Business Exit

October 9, 2025December 26, 2025

Explosive Growth Signals Golden Age for Businesses To Shift Online in 2026

Acquisitions and Mergers

Why Wrapper Startups See Lower Margins Than Most Startups With IP

  • By Written by H.Holman
  • January 28, 2026
A man giving a presentation in a glass business office with investors at a table discussing Why Wrapper Startups See Lower Margins.
Block Article

Wrapper startups are sometimes riskier to launch because they can lack control over their core engine and rely on non-proprietary data. Not all so called wrapper startup are risky investments some are promising assets.

Online Business

What is Your Business Proprietary Data Value In The Generative AI Era?

  • By Written by H.Holman
  • January 28, 2026
A man standing at screen with three people looking at trhe screen. What is Your Business Proprietary Data Value In The Generative AI Era?
Block Article

While AI models have become the engine of modern business, proprietary data is the fuel. Your Business ultimate competitive moat maybe found in its proprietary data.

Acquisitions and Mergers

2026 Valuing An AI SaaS Overview

  • By Written by H.Holman
  • January 28, 2026
A valuing an AI Saas business report on desk witha magnifing glass hoving over the word valuation.
Block Article

A valuation of an AI SaaS involves metrics that may not be comparable to those of past exits, mergers, and acquisitions. So, careful due diligence is necessary to obtain accurate information and determine the actual value of an AI SaaS.

Online Business

5 Hidden Realities of Valuing A Business in The AI Era

  • By Written by H.Holman
  • January 28, 2026
A man standing a chart on the wall holding up his hand.5 realities of valuing a business.
Block Article

5 Hidden Realities of Valuing A Business in The AI Era.

Software Developments

AI’s Agentic AI Agents Now Have Real-Time Memory and Senses

  • By Written by H.Holman
  • January 14, 2026
Three Agentic AI Agents With Real-Time Memory and Senses.
Block Article

Agentic AI Agents are making real progress in building and integrating AI that acts within business and participate in workflows instead of just conversations.

AI and Language Model Research

Do LLMs Bend the Rules in Programming When They Have Access to Test Cases?

  • By Written by H.Holman
  • January 8, 2026
paper, titled "Artificial or Just Artful? Do LLMs Bend the Rules in Programming?", by Oussama Ben Sghaier, Kevin Delcourt, and Houari Sahraoui, dives deep into this exact question.
https://arxiv.org/abs/2512.21028

An LLM research paper, titled “Artificial or Just Artful? explores the tension between pretraining objectives and alignment constraints in Large Language Models (LLMs). The researchers specifically investigated how models adapt their strategies when exposed to test cases from the BigCodeBench (Hard) dataset.

Online Business

Boost Your Business Sales by 15% Using This E-Commerce Platform With Advanced Checkout

  • By Written by H.Holman
  • January 1, 2026
Two women in boutique looking at POS excited about 15% higher conversion rate with Shopify.
Block Article | Shopify

Shopify is an Ecommerce platform built to help you start, grow, and manage your business all while boosting conversion rates by 15%

Online Business

Selling An Online Business? 4 Surprising Insights to Achieve A Successful Business Exit

  • By Written by H.Holman
  • December 31, 2025
Two business men shaking hands and cutting a ribbon after selling an online business with office staff in the backround.
Block Article

What do you need to know to get the best possible business exit? Four surprising, hard-won truths that separate the successful exits from the cautionary tales.

Software

Why The Model Context Protocol is the Unsung Hero of Agentic AI

  • By Written by H.Holman
  • December 21, 2025
An AI superhero with Model Context Protocol written on his chest.
Block Article

The Model Context Protocol provides a universal, standardized communication layer that eliminates the need for custom-coded integrations for each data source by allowing any AI model to seamlessly connect with any data source,

Software

Google’s New Antigravity Now Plugs Directly Into Your Enterprise Data

  • By Written by H.Holman
  • December 21, 2025
Google Anitgravity image.
Block Article

Google grounds AI agents in real enterprise data. Transforming AI agents from tools into indispensable, data-aware partners that can take concrete action directly within the development workflow.

Software

5 Surprising Ways Google Workspace Is More Than Just Email and Docs

  • By Written by H.Holman
  • December 11, 2025
Google Workspace image.
Block Article

Google Workspace is an investment in a central operating system for your business, one that can secure your data, automate unique processes, and turn feedback into fuel for growth. Moving beyond the surface-level functions of email and documents unlocks Workspace potential to fundamentally improve how your business operates.

Software Developments

Is Google Workspace With Gemini The Productivity Upgrade Your Business is Missing?

  • By Written by H.Holman
  • December 10, 2025
Google Workspace image.
Block Article

In any organisation, fragmented workflows are a liability on your business. Google Workspace eliminates this by solving the fragmentation that plagues modern software productivity collaboration. With Gemini’s AI capabilities, Workspace becomes a powerful tool for unifying teams productivity.

AI and Language Model Research

Is Your AI Target Defensible? How RAGRecon Solves the Trust Gap in Cybersecurity

  • By Written by H.Holman
  • December 5, 2025
RAGRecon system integrates LLMs, RAG, Knowledge Graph.
https://arxiv.org/pdf/2511.05406

RAGRecon, a system to improve Cyber Threat Intelligence through the integration of Large Language Models and Retrieval-Augmented Generation.

Software

Network Solutions Black Friday 25% Off Deal Is A Business Investment

  • By Written by H.Holman
  • November 28, 2025
Man and woman sitting in front of laptop.
Photo by Andrea Piacquadio | pexels

Network Solutions is rolling out a major 265% Black Friday sale on All their business tools and webservices.

AI and Language Model Research

DRAFT-RL | First LLM Evaluation Framework to Integrate Structured Reasoning with Multi-Agent RL

  • By Written by H.Holman
  • November 27, 2025
DRAFT-RL research paper.
DRAFT-RL | https://arxiv.org/pdf/2511.20468

DRAFT-RL is a evaluation framework fort LLMs designed to address critical limitations in LLM-based reasoning systems by integrating Chain-of-Draft (CoD) reasoning with multi-agent reinforcement learning.

Acquisition Opportunities

AI Media Giant With Sony Netflix Partnerships Seeks Buyer of 90% Of The Business

  • By Written by H.Holman
  • November 25, 2025
SmashHaus AI digital marketplace homepage image.
SmashHaus

Existing shareholders seek buyer of 90% of their digital Marketplace and entertainment and media technology company.

AI and Language Model Research

Language Model Council | 20 LLMs Dethroned GPT-4o and Revealed the Flaws in AI Leaderboards

  • By Written by H.Holman
  • November 25, 2025
Language Model Council research paper.
Language Model Council research paper.

The Language Model Council research suggests that the top spot on any given leaderboard might be an artifact of evaluation design rather than a reflection of superior, generalized capability.

AI and Language Model Research

Is This “Humanity’s Last Exam”… For Language Models?

  • By Written by H.Holman
  • November 21, 2025
A paper from Humanity's Last Exam case study.
A paper from Humanity's Last Exam case study | https://arxiv.org/abs/2501.14249

Humanity’s Last Exam is a multi-modal case study designed to measure the capabilities of large language models.

Acquisition Opportunities

Investment & ROI Projection Report | DeepRails Inc.

  • By Written by H.Holman
  • November 11, 2025
Deeprails API chart
DeepRails

DeepRails presents an opportunity to acquire its profitable, AI software company with a defensive AI technology, an expert software engineer team, and a profitable SaaS and API platform.

Software

What is Exoskeleton Reasoning For Language Models?

  • By Written by H.Holman
  • November 7, 2025
black and white photoof a transparent mannequin Exoskeleton Reasoning For Language Models
Photo by Tara Winstead | pexels

Exoskeleton Reasoning is a process that inserts a directed validation scaffold into A language model’s workflow before it responds.

AI and Language Model Research

Humains-Junior Language Model Challenges GPT-4o on Factual Accuracy

  • By Written by H.Holman
  • November 7, 2025
Humans-Junior 3.8B Language Model 1 page of research paper
arxiv.org/pdf/2510.25933

A new research paper from Humains-Junior language model reportedly matches the factual accuracy of GPT-4o on a specific public subset. According to the paper the Humains-Junior language model achieves this performance through an innovative method called “Exoskeleton Reasoning.”

Software

Can A Small Language Model Be As Accurate As a Large Language Model?

  • By Written by H.Holman
  • November 7, 2025
Photo of programming code on screens for evaluation to see if a small lauguagfe model be as acurate as a larger model.
Photo by Pixabay | pexels.com

A Small Language Model can be as Accurate as a Large Language Model with evaluation methods and frameworks. Methods like Exoskeleton Reasoning, Completeness, and Correctness, and using an LLM as a judge.

Acquisition Opportunities

The “kill-switch for AI hallucinations” in LLM Evaluation Enters The M&A Market

  • By Written by H.Holman
  • October 22, 2025
DeepRails logo image
DeepRails

A technically advanced GenAI infrastructure layer positioned at the epicenter of the Generative AI and LLM evaluation market presents a rare opportunity.

Software

What is LLM as a Judge? | A Simple Guide to GenAI LLM Evaluations

  • By Written by H.Holman
  • October 22, 2025

LLM-as-a-Judge is a critical tool for anyone building LLM and AI applications. It offers a consistent approach to evaluating large language models. It captures what truly matters: quality, safety, and accuracy.

Software

Understanding the Completeness & Corrective Metric in LLM Evaluation for Accuracy

  • By Written by H.Holman
  • October 22, 2025
women-with-laptop-and-in-GenAI-glasses for-LLM-evaluation
Photo by Md Jawadur Rahman

Completeness and Corrective Guardrail Metric is an engineered solution by DeepRails. It is designed to measure how well an AI response addresses the entirety of a user’s question. Not only does this ensure it is not just accurate, but truly useful.


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Recent Posts

  • Why Wrapper Startups See Lower Margins Than Most Startups With IP
  • What is Your Business Proprietary Data Value In The Generative AI Era?
  • 2026 Valuing An AI SaaS Overview
  • 5 Hidden Realities of Valuing A Business in The AI Era
  • AI’s Agentic AI Agents Now Have Real-Time Memory and Senses
  • Do LLMs Bend the Rules in Programming When They Have Access to Test Cases?
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