Yes and no Abdullah R. because with AI you have different paths to choose to solve a problem. All of them can help you solve it, and in your words, that show that is giving value, but if you're not strategic, in a business perspective you might solve a problem today but encountered a bigger one later, just by how you decide how to solve it.
Rida K. Here are 2 articles that I think have a very valuable information about it
The AI tool Crisis - https://theaimanagement.com/resources-html/ai-tool-management-problems.html
How Mid size companies are getting ROI with AI - https://theaimanagement.com/resources-html/mid-size-companies-ai-roi-2026.html
Yes you're right Lisa H. about to sequence the 6-7 points. Not only because to prevent overwhelmed around it, but also because every business has its own priorities, so they will benefit more, when they start from one, rather than the whole at the same time. Thank you for your thoughts!
Private AI — built for companies that want security, control, and real ROI from AI. We build enterprise AI ecosystems deployed inside your own infrastructure (on-prem or cloud), so you fully own the data, the models, and the advantage. What it does • One secure AI platform connected to your tools & data • Business chatbot for real-time co-creation • AI agents & automations for core workflows • Knowledge-graph intelligence that compounds over time Why companies choose it • Full governance & IP protection • Zero token-based vendor costs • No dependency on public AI tools • Measurable productivity + ROI Best fit for • Teams with 50–500+ employees • Data-sensitive & regulated industries • Companies building AI as an owned asset Leaders who prioritize control, security, and ROI are moving to Private AI.
Hi Lisa H. I completely agree with you, and as I mentioned Rida K. on her post having too many "tools" out there is making very hard to companies get real ROI. In our case with my team, we become experts on Knowledge Graph, with this we build Private AI, so on your points. We first build a strong ecosystems, that is explicitly train around and for your business. Then from it, we train it, integrate the processes and the tools that you normally use. After That what we like is to see which are the ares that will benefit the most, normally are 7
Invoices Processin
Employee Onboarding
Customer Support
Data Entry
Lead Qualification
Report Generation
Inventory (in some companies)
So from this, we can make a better decision into, which automation, agent or agentic workflow will bring the most ROI, rather than just adding a lot of tools. the best part, is that everything is build on the same interface, which is the company AI chatbot, so being everything in the same place, brings instead of overwhelmed emotion to the employees, excitement because they are Co-Creating with AI while in the background, is easy to maintain, adapt and scale without losing Intellectual property, governance and money
Hi Rida, in my case and with my team. We think for companies this is a major issue, because it keeps businesses depending on renting AI, which makes them hard to control several factors such as: Costs (some of the ones you mentioned have subscription models and others tokens costs), data security and intellectual property. On a recent article from Gartner they show how operational costs with AI keep increasing on about 35% year after year for companies, which are making them get into a point to; continue with that model and start getting rid of some jobs or change to something new that gives them a clear ROI. So for us, the best solution is build the Private AI for the companies and start integrating everything to their main source, and if they see a truly need of an external tool, add it. So with this approach, the ops costs are fully control, and the best part it will compound intelligence, because this type of AI will grow for you. plus the costs will keep going down after time with the optimizations of the AI. So with this is no longer - Oh Sh*t which tools do I use, or how many people I need to fired this mont. And more - Co-Create with AI I have some articles that will give you more details, let me know if you want them and I shared the link 🤗
