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Showing posts from 2026

The Illusion of the AI Copilot: Why Your Legacy CRM Architecture Isn't Cutting It

For years, the enterprise software complex has sold us on a beautiful fairytale: the single source of truth. We were told that if we just poured enough capital into our CRM systems, and if we just badgered our front-line sales representatives enough to log every transactional interaction, absolute operational clarity would emerge. Now, the enterprise technology industry has found its next silver bullet: generative artificial intelligence. Every major software vendor is frantically bolting an AI copilot, a generic conversation summarizer, or an automated opportunity scoring engine onto their legacy applications. They promise that these shiny additions will magically transform messy, unlogged data into executive-grade operational insights. But let us be completely clear here: it is mostly marketing fluff designed to protect legacy vendor stock prices rather than solve foundational architectural bottlenecks. The recent conversation on CRMKonvo with the co-founders of Brief Executive In...

Usage-Based Pricing for Copilot Is Good for Microsoft's Investors. Read That Sentence Again.

TheStreet ran a piece this week arguing that, of Microsoft's two Copilot announcements, the shift to usage-based pricing matters more to investors than the DeepSeek flirtation. That read is correct. It is also the tell. Here is what Microsoft actually did. Copilot Cowork, the agent that reaches across Microsoft 365 to run multi-step work on your data, is coming off the flat per-seat add-on and moving onto consumption billing the company calls "Copilot Credits." Charles Lamanna, who runs Copilot, told Axios the product could not be offered on an unlimited-use basis. The users he pointed to are the ones doing hundreds of tasks a week. He called them "way productive." And then he said the part vendors normally keep off the slide: their costs go very high. So the most productive users are the expensive ones. Hold that thought, because the whole argument lives there. What "good for investors" is really saying A pricing model earns the label "good for...

Pega's fix for runaway AI costs: stop the agents from thinking at runtime

The news At its PegaWorld conference in Las Vegas on June 8, 2026, Pegasystems announced Pega Infinity 26, which it says will be available in Q3 2026. The principal change is commercial: Pega is moving away from per-token pricing for its AI agents toward a flat charge per completed "case," which it defines as a task carried out from start to finish, such as a customer changing an order, a loan approval, or a claim. Pega frames the move as removing what it calls the " AI token tax ". The pricing change rests on an architecture Pega calls Predictable AI. Reasoning-heavy AI work is concentrated at design time, when workflows are authored in Pega Blueprint and the new Infinity Studio. At runtime, a lighter-weight model identifies the user's intent, selects a pre-approved workflow, and executes it step by step; where an individual step requires a language model, for example to parse a document or summarize a prior interaction, that step is given bounded instructi...

Don't Step Into The Platform Trap: What Microsoft Build 2026 Could Mean for Your Next AI Stack Decision

Microsoft Build 2026 produced two announcements that, read together, describe something more interesting than the usual conference launch cadence: a plausible scenario in which enterprise AI stack decisions made in the next 12 months could become significantly harder to reverse. The operative word is "could". Several pieces of the announced architecture are not fully shipping yet. But the direction is clear. The News Microsoft delivered two related announcements at Build 2026. The first came from Jay Parikh , EVP of CoreAI: the model is not the differentiator ; the system governing it is. Microsoft's answer is a six-step loop. Agents are built in GitHub, contextualized with Microsoft IQ, which grounds them in enterprise data from Microsoft 365, core business systems, knowledge bases, and the web, run in Foundry, governed via Agent 365, and continuously improved through a hill-climbing optimization cycle. Agent 365, combined with Entra, Purview, and Defender, catalogue...

Your Sales Funnel Is an Architectural Disaster, And How to Change This

The contemporary B2B sales landscape is currently drowning in its own engineering achievements. For the past decade, the holy grail of outbound sales development was scale: how many touches could an automated sequence tool squeeze out of a Sales Development Representative (SDR) per day? The answer was always "more". With the mainstream infiltration of generative artificial intelligence and LLMs, the marginal cost of creating more text collapsed to zero, well, almost. Predictably, this did not produce a renaissance of enlightened business communication; it merely triggered an existential crisis in the recipients’ mailboxes. TL;DR If you want to watch the full CRMKonvo, please go ahead here (optimized for smartphones) or here (optimized for tablets/computers). Else, be my guest and continue to read. Or do both … When any entry-level sales rep can prompt a system to instantly parse a prospect's digital footprint and draft a customized icebreaker, personalization is no mo...