What to Look for When Hiring a New Agency (and the AI Stack You Should Be Asking About)

Hiring an agency is one of those decisions that looks simple on paper and gets complicated fast. A polished pitch deck can hide a thin bench. A modest website can mask a powerhouse team. And in 2026, the stakes are higher than ever, because the gap between agencies using AI well and agencies pretending to use AI well has become a real performance differentiator.

Here’s a practical guide to evaluating a new agency partner, including the AI questions most clients still don’t think to ask.

1. Look at the Work, Not the Logos

Every agency website features the same handful of recognizable brands. What matters is what they actually did for those brands. Ask for case studies that include the brief, the constraints, the strategy, and the measurable outcome. If they can only show you the final creative without context, that’s a flag. Great agencies are proud of the thinking, not just the deliverable.

2. Meet the People Who Will Actually Do the Work

Pitch teams and delivery teams are often two different rosters. Insist on meeting the senior strategist, the day-to-day account lead, and at least one person from the production side before signing anything. You’re hiring humans, not a logo.

3. Cultural and Communication Fit

You will spend a lot of time with this team. Pay attention to how they handle disagreement during the pitch process. Do they push back thoughtfully, or do they nod at everything? An agency that agrees with you on everything in the sales cycle will not magically develop a spine after the contract is signed.

4. Transparent Pricing and Scope

Look for clarity on:

  • Retainer vs. project pricing, and what’s included in each
  • How change requests and scope creep are handled
  • Whether media spend, licensing, and third party tools are billed separately
  • Who owns the assets, accounts, and data when the relationship ends

 

Vague pricing in the proposal becomes expensive surprises in month three.

5. Measurement and Reporting Discipline

Ask what they measure, how often they report, and what they do when the numbers go sideways. The right answer involves leading indicators, not just vanity metrics. An agency that can only show you impressions and reach is not running a modern program.

6. References You Choose, Not the Ones They Offer

The references on the pitch deck are pre-screened to say nice things. Ask for two additional references: one from a client whose engagement ended, and one whose project went off the rails at some point. How they recovered (or didn’t) tells you more than any glowing testimonial.

7. The AI Stack: What to Actually Ask About

This is the section that didn’t exist five years ago and is now non-negotiable. Most agencies will tell you they “use AI.” Almost none will volunteer specifics unless you push. Here’s what to push on.

 

Which models and providers do they use?

A capable agency in 2026 should be able to name the foundation models in their stack and explain why. Expect to hear about a mix that includes large language models from providers like Anthropic (Claude), OpenAI, and Google, plus specialized models for image, video, audio, and code. If they can’t name what they use or why, they’re probably wrapping someone else’s tools and reselling.

 

How do they handle your data?

This is the single most important AI question. Ask:

  • Are your inputs being used to train third party models?
  • Where is your data stored, and under whose terms of service?
  • Do they use enterprise tier accounts with no training opt in, or consumer accounts?
  • What happens to project data when the engagement ends?

 

If they can’t answer these crisply, your brand’s confidential information is probably sitting in a chat history somewhere it shouldn’t be.

 

Workflow automation and custom agents

Ask what they’ve built, not just what they use. The agencies pulling ahead are building custom workflows: research agents that monitor competitive activity, content pipelines that go from brief to draft in minutes, QA agents that catch brand voice drift before a human ever sees the work. If their answer is “we use ChatGPT for first drafts,” they’re still on the starting line.

 

Integration with your systems

Ask whether they can connect AI tools to your existing platforms. Most modern stacks support some form of integration layer (the Model Context Protocol, or MCP, has become a common standard) that lets AI tools work directly with your CRM, analytics, asset library, and project management systems. An agency that can plug into your environment is dramatically more valuable than one that operates in a silo.

 

Human review and quality control

The right answer is not “AI does the work and humans approve it.” That model produces mediocre output at scale. The right answer involves AI as a research, drafting, and analysis accelerator, with humans owning strategy, voice, and final judgment. Ask to see their review process. Ask who is accountable when AI generated content goes wrong.

 

Training and capability building

Mature agencies invest in ongoing training for their teams. Ask how often staff are trained on new tools, who leads that effort, and whether there’s a dedicated AI or innovation lead on the team. If AI fluency is concentrated in one or two people, that’s a fragile setup.

 

Willingness to show you the stack

The best test: ask them to walk you through a real workflow, live, using actual tools. Watch how comfortable they are. Watch what they reach for. An agency that genuinely uses AI well will show you with pride. An agency that is faking it will reschedule.

8. The Gut Check

After all the diligence, the proposals, and the reference calls, sit with one question: do you actually want to work with these people for the next two years? Talent matters. Process matters. AI capability matters. But chemistry decides whether the partnership produces great work or quiet resentment.

The right agency is the one that makes you smarter in the room, challenges your thinking, and can prove they have the modern tools to back up the strategy. Hire for that combination and you’ll be in good shape.

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