Benthic Insights

Clarity at Depth

I help teams accelerate product development with AI — and build the measurement discipline to know what's working.

Benthic refers to what lies below the surface — where real signals live, beneath noise, hype, and surface-level metrics.

Email me → jon@benthicinsights.com
Benthic Insights

What I Help With

I work with early-stage and growing teams when decisions are important — but the path forward isn't obvious yet.

Analytics & Experimentation

Many small companies don’t yet have a data scientist — and even when they do, they often don’t have a real analytics practice.

I help teams:

  • define the right core metrics
  • design event logging that answers real questions
  • build dashboards people actually use
  • establish experimentation habits (even before full A/B infra)
  • scope analytics roles and hiring plans realistically

The goal isn't more data. It's better decisions.

Strategy & Insight for Leadership

Sometimes the problem isn't execution — it's deciding what's worth doing.

I help teams clarify:

  • product and market questions
  • packaging and pricing tradeoffs
  • GTM direction and sequencing
  • what signals actually matter for a decision

This work is pragmatic and lightweight: clarify the decision, gather the right signals, and choose a direction.

Using AI to Move Faster (Without Losing Focus)

I’m actively building an AI-driven product and learning, firsthand, how teams can use coding agents to accelerate development — and where things quietly break down.

I help teams:

  • use AI to speed up prototyping, research, and development
  • structure sprints that survive context loss
  • write documentation that helps both humans and AI
  • set clear rules for how AI tools are used
  • avoid AI-generated tech debt

This is about leverage, not novelty.

How I Think About AI

I’m excited about AI — and skeptical of most claims around it.

I’m particularly good at:

  • separating compelling demos from durable products
  • explaining why certain ideas are harder than they look
  • identifying where AI adds leverage vs distraction
  • helping teams stay focused while moving faster

If you want optimism and realism, we'll work well together.

Jonathan Aisenberg

About Me

I'm Jonathan Aisenberg — a product and analytics leader who's spent years helping teams define what to build, how to measure it, and how to learn faster through research and experimentation.

My background includes work across product management, product marketing, data science, and business strategy at Microsoft, Amazon, and Facebook (Meta). More recently, I've been advising early-stage companies on analytics foundations — from metrics and logging to dashboards and experimentation.

I'm also building my own AI-driven product, Magic Quilt. I've been learning by building — and I enjoy sharing what's proven effective in using AI to accelerate product development.

Let's Start a Conversation

If you're leading a team and want more clarity, better leverage from AI, or stronger decision-making from data, reach out.

Email me → jon@benthicinsights.com