News | January 8, 2026

Generic AI chatbots are impressive. They’re quick, fluent, and great for drafting a first pass of… almost anything. But market research summaries aren’t “almost anything.”
If you’re on a brand insights team, you’re working with mixed formats, nuanced findings, stakeholder expectations, and real consequences when a number gets misread or a key caveat disappears. And if your current workflow involves uploading files ad hoc, fiddling with prompts, and reformatting outputs into something leadership will actually read, you’re paying a hidden tax in time, consistency, and trust.
Enlyta’s Insights AI is built for the realities of insight work. It lives inside your research workflow, works directly on the assets you already manage in Enlyta, and produces summaries designed to be shared, reused, and trusted, without turning your team into part-time prompt engineers.
Here's six things to consider when choosing between using a purpose-built Market Research AI and using a generic chat bot:
1) Get direct access to your insight dataset (no reuploading)
Generic chatbots can’t summarize what they can’t see. Teams end up copying, uploading, and re-uploading files across tools. That’s where version control breaks, “final_FINAL_v3” happens, and important context gets left behind.
Enlyta works on your live insight library, including the decks, PDFs, spreadsheets, and reports that are already organized in your Enlyta workspace. That means:
- no file shuttling in external tools
- no manual copy/paste
- no “which version did we summarize?”
Because the AI operates within your workspace, it can apply semantic understanding to documents you’ve already indexed and generate summaries immediately, while keeping the workflow centralized and clean.
2) Customization and fine-tuning that reflects your brand and priorities
A market research summary shouldn’t be a one-size-fits-all bot response. Insight teams need outputs that match how the organization consumes information: the right structure, the right language, the right emphasis. It needs to tell a story!
Enlyta’s summaries and story drafts are template-driven and tailored to your tone of voice, reporting style, and stakeholder needs. Enlyta pairs carefully engineered prompts with domain-specific logic so the AI consistently prioritizes what matters (and doesn’t get distracted by what merely looks important).
Generic chatbots can be customized too, but often only if your team writes and maintains prompt playbooks, trains everyone to use them, and still spends time fixing “close, but not quite” outputs. Enlyta removes the guesswork and bakes your standards into the workflow.
3) Consistency and repeatability you can trust at scale
One of the fastest ways to lose confidence in AI is to get three different summaries of the same report, depending on who asked, how they phrased it, and what mood the model was in.
Insight teams need a reliable, repeatable system (especially when summaries are reused across quarterly readouts, cross-functional updates, brand health tracking, or multi-market programs).
Enlyta centralizes outputs so each document has a shared, editable summary that can be reviewed, refined, and approved. The result is a consistent format across teams, an aligned interpretation of key findings, and a scalable way to deliver insight without sacrificing quality. It’s miles away from Generic AI’s one-off results that live in someone’s chat history: hard to audit, hard to standardize, and easy to contradict later.
4) Zero manual prompting, so anyone can create high-quality summaries
Relying on prompts tends to create a two-tier workflow: a small group of power users who know how to get consistently strong output, and everyone else who gets uneven results (or stops using the tool altogether).
With Enlyta, the right prompts are embedded where they belong, in the workflow. Upload a file and your executive summary generates. Start a story and the AI proposes editable key points to shape the narrative. This gives your team a consistent way to produce stakeholder-ready outputs, without becoming prompt engineers.
5) Document synthesis across multiple file formats, with research logic
Market research rarely arrives as a tidy block of text. The meaning lives in:
- annotated charts
- multi-wave tables
- footnotes and base sizes
- slide-side commentary
- cross-tabs and segmentation views
Generic AI can summarise the words, but it often loses the analytical structure and context in complex layouts. It may misread what matters, putting too much weight on minor points and too little on the findings that should shape decisions.
Enlyta is designed to ingest multi-format research (PPT, PDF, Excel, Word) and synthesize what matters into narratives stakeholders can act on, without flattening the analysis.
6) Governance, security, and compliance designed for enterprise insights
Insights teams don’t operate in a vacuum. Legal, compliance, and IT are part of the equation, especially when handling proprietary research, customer data, or sensitive brand strategy.
Enlyta is built with enterprise governance in mind:
- your data stays inside a walled-garden workspace
- role-based access controls support how teams actually work
- audit trails and usage logs create accountability
- approval workflows support shared, trusted outputs
Public LLMs and generic chatbot tools vary widely in data handling and logging, and they often require careful configuration (plus internal policies) to meet privacy, residency, or contractual requirements. Enlyta is designed so insight leaders can adopt AI without
creating a governance headache.
Insight teams don’t need generic chatbots
Generic AI is great at generating words. Insight teams need something more: a way to turn complex research into consistent, decision-ready narratives, inside the workflow, at scale, with governance baked in.
That’s what Enlyta’s Insights AI is built to do: accelerate discovery, improve understanding, and make it easier for insights to travel farther and influence more decisions.
Ready to change the way your team works with insight?
If your team is ready to move beyond “copy, paste, prompt, format,” book a demo and see how Enlyta can transform your market research summaries and the impact of your insights.
