Can AI Agents Unlock Your SME Bottleneck?
Last updated:SmarterX built an AI agent that interviews internal experts inside ChatGPT, researches the topic, asks adaptive questions, and produces a fact-checked brief. For B2B marketing leaders in HR Tech and FinTech, this cracks the biggest content bottleneck: getting original expert perspective from executives who never have time to sit for an interview.
TSC Take
This is the right experiment at the right time. The scarce input in modern B2B content is not writing, it is judgment, and judgment lives in the heads of people who will not join your Zoom. We have been telling clients that answer engine optimization only works when your content carries verifiable expert signal, which is why we built our framework around demand states and the AI buyer's journey. An interview agent operationalizes that. The caution: fact-checking has to be non-negotiable, and you need an editor who protects the SME's actual voice from the model's tendency to smooth every sentence into sameness.
You've got a great idea for a blog or LinkedIn article, if only your internal subject matter expert can find time for an interview. Human experience and insight are key ingredients in quality content in the age of AI. Bots can churn out loads of content at a rapid pace, but without human perspective, it feels generic.
What Happened
Mike Kaput at Marketing AI Institute detailed how SmarterX built an MVP AI interview agent inside ChatGPT to extract original perspective from internal subject matter experts. The agent researches the topic and the expert's prior statements, conducts an adaptive one-question-at-a-time interview, then produces a structured brief with pull quotes, a full transcript, and fact-checked claims. The team is working toward autonomous scheduling triggered by tags in their project management system.
Why This Matters for B2B Marketing Leaders
Your content problem is not volume. It is originality. AI-generated commodity content has flooded every category you compete in, and Google's helpful content signals plus LLM answer engines both reward firsthand perspective. Yet your CMO, Chief People Officer, or Head of Risk cannot give you 45 minutes a week. An asynchronous agent that an SME can talk to on a morning commute changes the unit economics of expert-led content. For HR Tech and FinTech marketers whose credibility depends on regulated, high-stakes expertise, this is the difference between shipping four thin posts a month and shipping four defensible ones a week.
The Starr Conspiracy's Take
This is the right experiment at the right time. The scarce input in modern B2B content is not writing, it is judgment, and judgment lives in the heads of people who will not join your Zoom. We have been telling clients that answer engine optimization only works when your content carries verifiable expert signal, which is why we built our framework around demand states and the AI buyer's journey. An interview agent operationalizes that. The caution: fact-checking has to be non-negotiable, and you need an editor who protects the SME's actual voice from the model's tendency to smooth every sentence into sameness.
What to Watch Next
Watch for interview agents to ship inside the major content marketing platforms within the next 12 months, likely first as HubSpot or Jasper features. The decision point for your team: pilot a build-your-own agent in ChatGPT now, or wait for a native integration that plugs into your CMS and DAM.
Related Questions
How do you keep AI-assisted content from sounding generic?
Anchor every piece to a specific human input: a quote, a proprietary data point, a contrarian opinion from someone on your team. Use AI to draft and distribute, not to source the core insight. Edit for the SME's actual cadence, not the model's default rhythm.
Does expert-sourced content still matter for SEO in an LLM world?
Yes, and more than before. Answer engines cite sources that demonstrate firsthand experience and named expertise. Our answer engine optimization guidance covers how to structure expert commentary so it gets extracted and attributed in AI-generated answers.
What roles should own an AI interview agent workflow?
Content strategy owns the assignment and the brief template. An editor owns voice and fact-checking. Marketing ops owns the automation triggers. The SME just talks. Keeping accountability distributed prevents the agent from becoming a single point of failure.
Related Insights
Answer Engine Optimization
Answer Engine Optimization (AEO) structures content to be cited by AI answer engines like ChatGPT, Perplexity, and Google AI Overviews.
GlossaryAnswer Engine Optimization
Answer Engine Optimization Glossary: 22 essential B2B marketing terms for AI search optimization, covering foundational concepts, surfaces, and measurement.
GlossarySEO Fundamentals Glossary
SEO Fundamentals Glossary is a B2B-scoped reference defining 22 core search optimization terms that drive predictable organic pipeline in 2025.
GlossaryB2B Inbound Demand Generation
B2B inbound demand generation is the integrated system of content, SEO, email, social, and syndication that creates measurable qualified pipeline.
NewsfeedIs LinkedIn Now Your Most Undervalued AEO Channel?
HubSpot's new experiment confirms LinkedIn is the second-most cited URL by generative AI models, with 75% of citations coming from individual profiles. For B2B
NewsfeedCan AI Agents Actually Own Regulated FinTech Workflows?
Salient AI told CB Insights it deploys AI agents inside loan servicing, compliance, and recovery workflows for banks, captive finance arms, and specialty lender
About The Starr Conspiracy


Leads client delivery and experience design. Ensures every engagement delivers measurable strategic outcomes.

Drives go-to-market strategy and demand generation for TSC clients. Expert in building B2B growth engines.
Ready to talk strategy?
Book a 30-minute call to discuss how we can help your team.
Loading calendar...
Prefer email? Contact us
See what AI-native GTM looks like
Explore our AI solutions built for B2B marketers who want fundamentals and transformation in one place.
Explore solutions