The GTM Engine for CPG Food & Beverage

Kill it, fix it, or green-light it. 16 intelligence modules in 15 minutes every question standing between your product and a shelf.

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Start Your 14-Day Free Trial

The CPG industry measures everything — except the decisions that matter most.

You have dashboards, category reviews, and syndicated data. But those are just rearview mirrors; they tell you what already happened. When it comes to the decisions that actually move the business — pricing, positioning, launch timing, and channel strategy — the data is usually set aside. Those choices still come down to whoever has the loudest voice in the room.


CPG Canary makes your GTM decisions measurable.


It thinks about your product the way a veteran category strategist would — replacing subjective "gut feel" with objective pressure-testing. Except it doesn't take weeks or a 5-figure budget; it does it in ~15 minutes using live market data.


The difference between an autopsy and a pulse.

You have dashboards, category reviews, and syndicated data. But those are just rearview mirrors; they tell you what already happened. When it comes to the decisions that actually move the business — pricing, positioning, launch timing, and channel strategy — the data is usually set aside. Those choices still come down to whoever has the loudest voice in the room.


CPG Canary makes your GTM decisions measurable.


It thinks about your product the way a veteran category strategist would — replacing subjective "gut feel" with objective pressure-testing. Except it doesn't take weeks or a 5-figure budget; it does it in ~15 minutes using live market data.


The difference between an autopsy and a pulse.

[ STACK: INTELLIGENCE ]

Built Different. On Purpose.

16 specialized agents. Live market data. An always-on strategy engine.

All Patterns

  • Premium Price Trap

    58% confidence — margin risk

  • Market Saturation

    72% confidence — shelf crowding

  • Scaling Without a Playbook

    67% confidence - operational risk

  • Channel Conflict

    No Match Found

  • Launch Timing

    Window Closing - Q3 Seasonal Peak

All Patterns

  • Premium Price Trap

    58% confidence — margin risk

  • Market Saturation

    72% confidence — shelf crowding

  • Scaling Without a Playbook

    67% confidence - operational risk

  • Channel Conflict

    No Match Found

  • Launch Timing

    Window Closing - Q3 Seasonal Peak

Pattern Intelligence

Every product failure leaves a fingerprint. CPG Canary runs your product — launched or not — against a proprietary knowledge base of documented CPG failures, structured with failure tags, root causes, and warning signals. If your pricing model, positioning, or channel strategy matches a pattern that's killed products before, you'll know before it costs you.

Proprietary Knowledge Base

50+ Failure Patterns

Live Intelligence. Not Last Quarter's Report.

Live shelf pricing. Competitive verification. Private label threats. Category trends. Regulatory flags. Buyer personas. Brand coherence. Cost & margin analysis. CPG Canary pulls real-time market data so you can see exactly where your product sits — whether you're setting a launch price or figuring out why velocity dropped

Live Pricing

15 Orchestrated Agents

Real Time Data

Running Analysis

Live Data

15 Agents

~15 min

Draft

Schedule

Sent

Running Analysis

Live Data

15 Agents

~15 min

Draft

Schedule

Sent

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Export .docx

Save Memory

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Export .docx

Save Memory

From Data to Decisions.

Analysis sets the stage; the GTM engine drives the action. Model a pricing pivot, stress-test a COGS spike, craft a retailer pitch, or diagnose why sales are slipping — every answer built on your real numbers, your real market, and your real competition.

Unlike general-purpose AI that validates your ideas, CPG Canary pressure-tests them against commercial reality.

Pricing Models

Trend Strategy

Diagnostics

[ SYSTEM: WORKFLOW ]

Your Product. Your Playbook.

From concept to commercial reality in four steps

Step 1

Enter Your Product

Tailor the intelligence to your trajectory. Whether you’re bringing a concept to life or auditing an existing SKU, setup is seamless. Input your specs and competitors, then set your revenue and goals. This ensures the analysis is precisely calibrated to your stage of growth and your specific definition of success.

Analyzing your product..

Product Name

Description

Price & Specs

Stage & Goal

Known Competitors

Step 2

Full Spectrum Analysis

Pattern intelligence. Live shelf pricing. Cost modeling. Competitive verification. Regulatory risk. Category trends. These agents don’t work in silos; they communicate, document findings, and cross-reference notes in real-time before moving to final synthesis. A complete strategic audit against live data in ~15 minutes.

  • Your core challenge is not getting onto retail shelves
    — it's surviving once you're there. At $4.99 with
    14.1% net retail margin, you cannot afford the trade
    spend (25-35% of gross revenue), promotional
    activity (BOGO, TPRs), and demo programs that
    the frozen aisle demands. Meanwhile, Good &
    Gather offers a similar product at $3.19 with
    guaranteed shelf space, and Conagra-backed
    Gardein can absorb years of margin compression
    you cannot.
  • Your core challenge is not getting onto retail shelves
    — it's surviving once you're there. At $4.99 with
    14.1% net retail margin, you cannot afford the trade
    spend (25-35% of gross revenue), promotional
    activity (BOGO, TPRs), and demo programs that
    the frozen aisle demands. Meanwhile, Good &
    Gather offers a similar product at $3.19 with
    guaranteed shelf space, and Conagra-backed
    Gardein can absorb years of margin compression
    you cannot.

Step 3

GTM Engine Goes Live

The analysis builds the context. The GTM engine never forgets it. Query it for anything—pricing pivots, launch plans, or margin stress-tests. Because the engine remembers every finding, every insight is hard-coded to your actual numbers, ensuring the strategy is as real as your P&L.

Analysis Output

GTM Engine

Step 4

Save, Export, Resume

Your work is always here. Every analysis and strategy session is automatically saved to your account. Come back anytime, pick up exactly where you left off — the engine never loses the thread. Export to Word for shareable reports or JSON for full data portability. Your intelligence, your data, always accessible.

Analysis Report

Exported as .docx

Strategy Session

Automatically saved to your account

Product Context

Ready to resume anytime

[ BUILT FOR ]

Built for Anyone Making High-Stakes CPG Decisions.

Whether you're launching, scaling, or diagnosing — the same depth of analysis that costs $15,000, delivered in about 15 minutes, starting at $99/month.

Before You Launch

One analysis surfaces the risks that would have taken months and real money to discover. Know if the concept is viable before you commit capital — whether that's a co-packing agreement, a production run, or a retail pitch.

Walk Into Buyer Meetings Ready

Retailer-specific buyer personas, pitch angles, and the exact questions Whole Foods vs. Kroger vs. a regional chain will ask — grounded in your live competitive data.

When Performance Drops

Don't wait for the category review to tell you what already happened. Diagnose why velocity is slipping with real shelf data, competitive shifts, and private label pressure.

When Costs Shift

Stress-test your margins against COGS spikes, trade spend changes, and pricing pressure in real time. See exactly where your P&L breaks before it breaks.

When You Need Partners

Co-packers, brokers, distributors, and logistics partners matched to your product specs, scale, and geography. Targeted recommendations, grounded in your analysis, not a generic list.

Whenever You Need Answers

The GTM engine stays loaded with your full product context. Pressure-test any decision, any time — not just when the budget or timeline allows.

[ CONFIG: ACCESS ]

Choose Your GTM Plan.

Full viability analysis in about 15 minutes. Portfolio strategy that never sleeps. Starting at $99/month.

Starter

$99/month

One product analysis per month. Unlimited strategy questions. Full export access.

Start 14-Day Free Trial

Start 14-Day Free Trial

Credit card required. Your card will not be charged today. Cancel anytime. No contracts.

What's Included:

Full product viability analysis (16 Agents)

Digital dossier on your product delivered weekly

Unlimited GTM Engine access

Live market data & competitive intelligence

Export to JSON + Word

Growth

$199/month

Three product analyses per month. Unlimited strategy questions. Portfolio Intelligence unlocked.

Start 14-Day Free Trial

Start 14-Day Free Trial

Credit card required. Your card will not be charged today. Cancel anytime. No contracts.

What's Included:

Everything in Starter

Portfolio Intelligence — see how your products interact

Cannibalization, risk & competitive overlap detection

Portfolio GTM Engine across all products

Portfolio health score & synthesis report

Portfolio

$349/month

Six product analyses per month. Unlimited strategy questions. Full export access.

Start 14-Day Free Trial

Start 14-Day Free Trial

Credit card required. Your card will not be charged today. Cancel anytime. No contracts.

What's Included:

Everything in Growth

6 analyses per billing cycle

Full Portfolio Intelligence across all products

Best per-product value (~$58/product)

Ideal for agencies & multi-brand operators

All current single-product & portfolio modules

Starter

$99/month

One product analysis per month. Unlimited strategy questions. Full export access.

Start 14-Day Free Trial

Start 14-Day Free Trial

Credit card required. Your card will not be charged today. Cancel anytime. No contracts.

What's Included:

Full product viability analysis (16 Agents)

Digital dossier on your product delivered weekly

Unlimited GTM Engine access

Live market data & competitive intelligence

Export to JSON + Word

Growth

$199/month

Three product analyses per month. Unlimited strategy questions. Portfolio Intelligence unlocked.

Start 14-Day Free Trial

Start 14-Day Free Trial

Credit card required. Your card will not be charged today. Cancel anytime. No contracts.

What's Included:

Everything in Starter

Portfolio Intelligence — see how your products interact

Cannibalization, risk & competitive overlap detection

Portfolio GTM Engine across all products

Portfolio health score & synthesis report

Portfolio

$349/month

Six product analyses per month. Unlimited strategy questions. Full export access.

Start 14-Day Free Trial

Start 14-Day Free Trial

Credit card required. Your card will not be charged today. Cancel anytime. No contracts.

What's Included:

Everything in Growth

6 analyses per billing cycle

Full Portfolio Intelligence across all products

Best per-product value (~$58/product)

Ideal for agencies & multi-brand operators

All current single-product & portfolio modules

Starter

$99/month

One product analysis per month. Unlimited strategy questions. Full export access.

Start 14-Day Free Trial

Start 14-Day Free Trial

Credit card required. Your card will not be charged today. Cancel anytime. No contracts.

What's Included:

Full product viability analysis (16 Agents)

Digital dossier on your product delivered weekly

Unlimited GTM Engine access

Live market data & competitive intelligence

Export to JSON + Word

Growth

$199/month

Three product analyses per month. Unlimited strategy questions. Portfolio Intelligence unlocked.

Start 14-Day Free Trial

Start 14-Day Free Trial

Credit card required. Your card will not be charged today. Cancel anytime. No contracts.

What's Included:

Everything in Starter

Portfolio Intelligence — see how your products interact

Cannibalization, risk & competitive overlap detection

Portfolio GTM Engine across all products

Portfolio health score & synthesis report

Portfolio

$349/month

Six product analyses per month. Unlimited strategy questions. Full export access.

Start 14-Day Free Trial

Start 14-Day Free Trial

Credit card required. Your card will not be charged today. Cancel anytime. No contracts.

What's Included:

Everything in Growth

6 analyses per billing cycle

Full Portfolio Intelligence across all products

Best per-product value (~$58/product)

Ideal for agencies & multi-brand operators

All current single-product & portfolio modules

Enterprise

Contact for Pricing

Custom-built intelligence for teams with syndicated data. Unlimited analyses. Dedicated onboarding.

Contact Us

Contact Us

What's Included:

Everything in Portfolio, plus:

Syndicated data integration (Nielsen, Circana, SPINS)

Retail portal connections (Retail Link, Luminate, TPO)

On-shelf performance diagnostics & velocity tracking

Multi-retailer competitive price monitoring

White-labeled reports for retail buyers & internal teams

Unlimited product analyses

Custom dashboards & automated briefs

Dedicated onboarding & integration buildout

Quarterly strategy reviews

Enterprise

Contact for Pricing

Custom-built intelligence for teams with syndicated data. Unlimited analyses. Dedicated onboarding.

Contact Us

Contact Us

What's Included:

Everything in Portfolio, plus:

Syndicated data integration (Nielsen, Circana, SPINS)

Retail portal connections (Retail Link, Luminate, TPO)

On-shelf performance diagnostics & velocity tracking

Multi-retailer competitive price monitoring

White-labeled reports for retail buyers & internal teams

Unlimited product analyses

Custom dashboards & automated briefs

Dedicated onboarding & integration buildout

Quarterly strategy reviews

Enterprise

Contact for Pricing

Custom-built intelligence for teams with syndicated data. Unlimited analyses. Dedicated onboarding.

Contact Us

Contact Us

What's Included:

Everything in Portfolio, plus:

Syndicated data integration (Nielsen, Circana, SPINS)

Retail portal connections (Retail Link, Luminate, TPO)

On-shelf performance diagnostics & velocity tracking

Multi-retailer competitive price monitoring

White-labeled reports for retail buyers & internal teams

Unlimited product analyses

Custom dashboards & automated briefs

Dedicated onboarding & integration buildout

Quarterly strategy reviews

[ WHY CPG CANARY ]

The old playbook vs. the new standard.

Every tool in CPG was built to tell you what already happened. We built the one that tells you what to do next.

Traditional Approach

$10K–$25K category scans

Weeks to compile competitive data

Static reports that age immediately

Subjective — loudest voice wins

Pre-launch OR post-launch, not both

Requires specialists or enterprise tools

CPG Canary

Comprehensive analysis starting $99/month.

Live market intelligence in ~15 minutes

Ongoing GTM Engine with memory

Objective, data-backed pressure testing

Full product lifecycle coverage

Built for anyone making CPG decisions

[ SUPPORT: FAQ ]

We’ve Got the Answers You’re Looking For.

Everything you need to know before you start.

What is CPG Canary?

Who is this for?

How is this different from ChatGPT or other AI tools?

How much does it cost?

What is Portfolio Intelligence?

How long does the analysis take?

What's in the analysis report?

What can I ask the strategy engine?

Is my data private and who owns the IP of what I enter?

Can I export my work?

© 2026 Lloyd Labs LLC

Contact: info@cpgcanary.ai

© 2026 Lloyd Labs LLC

Contact: info@cpgcanary.ai