AI Product Engineering

Build production-ready AI products faster

We help ambitious B2B SaaS teams design, build, and launch production-ready AI products with growth systems, automation, and strategic leadership.

Production dashboard overview
Peergrowth Pulse
Live Meta analytics
How we engage

0 days

engagement roadmap

Milestones and owners before kickoff

Weekly

optimization cadence

Reporting and decisions every week

0 pod

dedicated owners

Not rotating account managers

What we install

You can work with us on the full journey or one piece of it. Every engagement starts with clarity on goals, gaps, and impact — product or revenue.

  • AI product engineering
  • RAG & AI agents
  • Growth systems
  • Performance marketing
  • Marketing automation
  • WhatsApp flows
  • Fractional CMO
  • Peergrowth Pulse
  1. Audit
  2. System design
  3. Sprint kickoff
  4. Optimization
What we run on
  • Meta Ads
  • Google Ads
  • LinkedIn Ads
  • WhatsApp
  • CRM
  • Peergrowth Pulse
Who we work with

Built for teams serious about product and revenue.

Whether you're shipping AI into the product or scaling acquisition, we install the system — not a one-off campaign or prototype.

B2B SaaS & AI product teams

Founders and product leaders who need production-ready AI systems — agents, RAG, evals — without hiring a full ML org.

  • Shipping AI features into an existing product
  • Teams past the prototype stage who need reliability and observability
  • Companies that want engineering and go-to-market under one partner

Growth-stage brands

Teams spending on paid media who need a full-stack growth system — acquisition, automation, and leadership — not another freelancer patching the ad account.

  • In-house marketing leads scaling past seven figures
  • Brands ready to invest in automation and attribution
  • Teams that want measurable CAC and pipeline velocity

Got more questions?

Book a strategy call
Why Peergrowth

We don't follow a template. Our process adapts.

How we compare when you need AI product engineering and growth systems — not another ads-only retainer.

CategoryPeergrowthFreelancerTraditional agencyIn-house
Time to first winOpening sprint ship2–3 months4–6 months3–4 months to hire
Pricing modelAligned to outcomesHourly / unpredictableHigh fixed retainerOngoing salaries
Account ownershipDedicated podSelf-managedRotating account mgrDirect control
Full-stack scopeAI product + growth + strategyUsually single skillOften ads-onlyMust build the team
Ops & reportingPulse + product telemetrySpreadsheetsSlide decksTooling dependent
How it works

From audit to measurable outcome.

Four steps: discovery, design, launch, and optimization — across AI product work and growth systems, with clarity before anything goes live.

01

Discovery audit

A focused clarity call, then a review of your product, funnel, and data — mapping goals, gaps, and whether you need AI build, growth systems, or both.

02

System design

Architecture for the engagement: AI product scope and evals, or acquisition, automation, CRM, and attribution — in one plan.

03

Sprint kickoff

A 90-day roadmap with milestones and owners. First shippable slice live fast — product increment or campaign system, not a pitch deck.

04

Ongoing optimization

Weekly cadence, measurable output, and continuous refinement across product quality and growth performance.

Our product

Peergrowth Pulse: the layer above Ads Manager.

Real-time Meta ads analytics, a lead pipeline synced from instant forms, an AI copilot grounded in live data, and shareable client reports, in one workspace.

Peergrowth Pulse lead pipeline
Peergrowth Pulse

Built by the team that runs Meta lead gen for clients.

We build the product and the funnel

AI product engineering and growth systems: ship the capability, then fill the pipeline.

Pulse runs the ops layer

Dashboards, lead pipeline, AI answers, and client reports: what account managers use every Monday.

Deliverables

What you walk away with.

Concrete artifacts at each phase — so you always know what shipped, not just what was discussed.

01 · Audit

Discovery audit memo

Goals, funnel gaps, data readiness, and a clear call on AI build vs. growth systems — or both.

02 · Design

System design brief

Architecture for acquisition, automation, CRM, attribution, and product scope in one plan.

03 · Sprint

First production release

A concrete opening-sprint backlog: campaign structure, flows, or product slice — not a pitch deck.

04 · Ops

Weekly Pulse report

Decision-ready performance view your team can share — spend, leads, and next actions.

How an engagement runs

From fragmented follow-up to a connected revenue system.

Growth-stage D2C brand · Paid social · Consumer goods

The challenge

Paid social was generating volume, but lead quality was inconsistent and follow-up happened manually across WhatsApp and spreadsheets.

What we install

  • Rebuild Meta campaign structure with a creative testing cadence
  • Install WhatsApp automation with lead scoring and CRM routing
  • Deploy Pulse for weekly attribution and client-ready reporting
Discuss a similar engagement

Audit

Funnel & data map

Spend, creative, follow-up, and attribution gaps

Design

System blueprint

Acquisition, automation, CRM, and reporting plan

Sprint

Opening ship

First live slice of the connected system

Optimize

Weekly cadence

Pulse reviews, tests, and iteration loops

Illustrative engagement shape — scoped to your funnel and product on the call.

Insights

Playbooks and strategies.

Editorial notes on performance marketing, automation, and building predictable revenue systems.

Pricing

Scoped to the work that moves the needle.

AI product engagements and growth systems are priced separately — always against outcomes, not vanity retainers.

New

AI Product Engineering

Starting at $5,000

/project

Design and ship production-ready AI systems — agents, RAG, evals, and infrastructure — into your product stack.

  • RAG, agents & LLM infrastructure
  • Evaluation & observability
  • Product integration with your eng team
  • Security, cost & latency guardrails
  • Weekly shipping cadence
Discuss AI engagement

Growth Systems

$2,500–$6,000

/month + media spend

Paid media management with creative testing and full-funnel attribution.

  • Meta, Google & LinkedIn ads
  • Creative strategy & testing
  • Conversion-focused landing pages
  • Weekly performance reports
  • Attribution tracking setup
Apply for Growth
Most popular

Revenue Automation

Starting at $3,000

/project

Growth systems plus CRM and automation for end-to-end funnel capture.

  • Everything in Growth Systems
  • HubSpot / Zoho CRM setup
  • WhatsApp & email automation
  • Lead scoring & routing
  • Bi-weekly strategy sessions
Apply for Automation

Fractional Leadership

Custom

monthly retainer

Embedded leadership for brands building a world-class growth organization.

  • Everything in Revenue Automation
  • Weekly leadership cadence
  • P&L & forecast ownership
  • Team hiring & enablement
  • Board-level reporting
Book a call

Growth engagements typically require $5,000+/month active media spend. AI product work is scoped per sprint or retainer — no media minimum. No lock-in if results aren't there.

FAQ

Common questions.

Transparency is the baseline. Anything else is best handled on a call.

No. We enable them. We embed alongside product and growth — systems architects and operators, not replacements.

Get started

Let's build what's next.

Tell us about your product or growth goals. We'll review your submission and respond within 24 hours.

What happens next

  • We review within 24 hours

    A real strategist or engineer reads your submission, not a bot.

  • Clarity call, not a pitch

    30 minutes to map product, funnel, goals, and fit.

  • Custom roadmap

    If there's a fit, you leave with a tangible 90-day plan.

Growth: typically $5k+/mo media. AI product work scoped separately.