Curb your AI: Why enterprise AI needs guardrails

Curb your AI: Why enterprise AI needs guardrails

Templafy’s CMO on the hidden cost of ungoverned AI

AI has completely changed the way enterprises create documents.

What started as experimentation has quickly become everyday work. Teams now use AI to write proposals, build presentations, draft reports, and respond to clients faster than ever.

Governance is quickly becoming a core part of good marketing.

But speed is the easy part.

Without the right controls in place, enterprises are facing a new challenge: AI outputs are inaccurate, inconsistent, and expensive to produce. Every prompt, regeneration, and correction consumes tokens. Every review cycle adds more time. As AI adoption grows, so does the cost of getting documents ready for business use.

The next stage of enterprise AI is not about giving employees more flashy tools. It is about giving AI better boundaries.

We stole five minutes from our CMO, Glen Hagensen, to find out how Templafy’s Agentic Document Generation Platform helps enterprises get more value from AI while preventing token spend from snowballing.

In this article

    Templafy has just switched its tagline to “Curb your AI”. What does that mean, in a nutshell?

    The first wave of enterprise AI was all about adoption and getting AI into the hands of employees. Now the challenge is control. How do we make outputs enterprise quality instead of AI slop? How do we add guardrails that keep AI compliant? And how do we curb the growing spend on tokens?

    That’s what “Curb your AI” is about.

    It means giving AI a clear track to run on by connecting it to company knowledge, trusted content, data, and business rules, so it does not have to guess what “good” looks like every time. When AI operates inside that governed track, teams spend less time fixing outputs, less time regenerating content, and less money on unnecessary token usage.

    Let’s talk money.
    What’s going wrong with AI token spend?

    A huge amount of AI token usage is unnecessary. Most AI vendors use consumption‑based pricing, so every extra paragraph of context, every upload, and every regeneration has a direct cost.

    In practice, employees are pasting huge prompts into AI, uploading long documents, keeping conversations open for weeks, and asking models to rebuild content and structures again and again. The model is being used for long, exploratory back‑and‑forth rather than precise, high‑value generation.

    Enterprises are paying AI to create content that already exists. Tokens are spent on recreating brand guidelines, presentation structures, legal disclaimers, approved messaging, and standard responses instead of focusing on what truly needs to be new. Without a more efficient way to steer those workflows, the path to a finished document becomes unnecessarily costly.

    So how does Templafy help to “curb” AI?

    Templafy connects your AI to Document Agents that already know your templates, layouts, approved content, and business rules. Instead of forcing AI to figure everything out from scratch, Templafy provides structure around the generation process so the model only spends tokens where it creates value.

    There are four key ways that can reduce AI token usage by up to 60 percent:

    1. Generate once, not multiple times

    Most ungoverned workflows follow a familiar loop: prompt, review, regenerate, repeat. By supplying approved templates, layouts, and brand assets upfront, Templafy helps users get closer to the right output from the first prompt, so there is less need for repeated generation.

    1. Use rules-based automation for the parts that should stay fixed

    Many parts of a business document should never change. Formatting rules, legal disclaimers, presentation structures, and brand standards already exist. Instead of asking AI to recreate them every time, Templafy applies them automatically. That keeps prompts lean and avoids spending tokens on the same context again and again.

    1.  Assemble from what you already have

    Most enterprises already have thousands of approved slides, images, messaging blocks, and content assets. Rather than generating everything from scratch, Document Agents surface these governed building blocks inside the workflow. Retrieving trusted content is faster and more reliable than inventing a new version every time, and it avoids paying for the model to generate what already exists.

    1.  Reduce the cleanup bill

    The hidden cost of AI isn’t just generation, it is rework. When outputs require multiple rounds of editing, review, and regeneration, token costs rise and productivity gains disappear. By grounding AI in approved content and business rules from the start, enterprises spend less time fixing documents and less money generating them. The result is simple: better documents, fewer review cycles, and a more predictable AI bill as usage scales.

    How do Custom Agents take this to the next level?

    Every document type has different requirements. An RFP response doesn’t look like a financial report. A sales proposal has different needs to an audit letter or a board presentation. Trying to solve every use case with one generic AI experience inevitably leads to compromises.

    Custom Document Agents allow organizations to create agents tailored to specific document workflows. You might have an RFP agent that knows your standard responses and pricing logic, a reporting agent that knows which data and compliance requirements apply, and a sales deck agent that knows which stories and visuals are approved. 

    Each agent brings in only the context needed for that specific task. That means stronger first drafts, less risk that important documents drift away from approved standards, and lower token spend because the model is not processing information that is irrelevant to the job at hand.

    Watch the video to see them in action.

    What does this all look like for the people actually creating
    documents?

    We talk a lot about enterprise benefits, but Templafy is just as beneficial for the end user. If it’s not easy, fast, and effective, it won’t get adopted, no matter how important the governance story is.

    In practice, creating a finished document with Templafy is as simple as asking for it. Users stay in the tools where they already work, whether that is Microsoft 365 or their preferred AI assistant, open a Document Agent, and describe what they need.

    Templafy then assembles the document from approved templates, content, and branding, and uses AI only where it adds value. Instead of spending hours on repetitive document work, employees get a business-ready document. Their time goes into refining the message, tailoring it to the audience, and achieving their goals, not fixing formatting, brand, and compliance issues.

    Watch the product explainer video to see how simple it is for the user. 

    Is that why you
    recently launched
    Templafy MCP?

    Exactly. We were seeing more and more users start their document creation process inside AI tools, so it made sense to meet them there rather than force a change in behaviour.

    Templafy MCP connects AI tools such as ChatGPT, Claude, and Copilot to Templafy Document Agents. That means users can start in the AI platform of their choice while still accessing approved templates, content, branding, and business rules, and still end up with business ready Microsoft 365 documents.

    It’s simply the platform evolving to match how people actually work. We are also rolling out a new Edit Agent to help users refine and improve outputs even further inside those same workflows. For enterprises, the important thing is that governance, consistency, and quality do not disappear just because employees choose a different starting point.

    Why are the world’s biggest, most document heavy enterprises trusting Templafy with their business-critical documents?

    Because this isn’t new territory for us.

    We’ve spent more than a decade helping enterprises automate document creation, manage templates centrally, and keep business‑critical documents accurate, compliant, and on brand. Organizations like KPMG, BDO, and other global firms already rely on Templafy to keep high‑volume, high‑stakes documents under control.

    Document Agents are the AI‑powered evolution of that same mission to eliminate manual document work. As AI becomes more powerful, that foundation matters even more. The more content you can generate, the more you need a way to control what it’s generated from and how it shows up in front of clients, regulators, and partners. That’s why enterprises that care deeply about documents are comfortable trusting us with this next chapter.

    Read our customer stories to see how Templafy’s AI-powered solutions solve real business challenges.

    Where should I start?

    The best way to see what Document Agents can do for your organization is to book a demo with one of our document experts. That’s where you can map Templafy to your own workflows and see the impact on both document quality and AI token spend.

    Book your demo

    Try the free version

    Want to try creating a presentation with Document Agents yourself first? You can also use our free PowerPoint agent to turn a simple prompt into a complete, editable, on brand deck in a few minutes.

    Create a PowerPoint