Evidence-grounded consumer agents

Keep real consumers in every decision.

Turn real consumer conversations into reusable agents for decisions before you spend.

Browse Use Cases

Real interviews

Grounding

Reusable agents

Research memory

Reviewed memo

Decision output

NovoChoice workspace showing a research prompt, product research templates, and a completed consumer report.
NovoChoice workspace showing a research prompt, product research templates, and a completed consumer report.

AI consumers, built from real

Product feedback

Hannah Lee

Content-led consumer

TikTok shopper
00:34

Show me the routine, not just the finished result.

Product response
Live signal
UGC
Price reaction

Omar Haddad

Bulk-value evaluator

Club-store consumer66%
Two-pack sweet spot

Likes unit savings, but rejects packs that create commitment regret.

Live signal
Who buys

Emma Wilson

Design-sensitive consumer

Premium consumer
Aestheticminimal

Accepts a premium when the object feels display-worthy and the story stays quiet.

Live signal
countertop
How they use it

Maya Chen

Busy parent

US household72%
Moment
High intent, low patience
Behavior
Sunday-night routines drive refill interest, but mess risk blocks trial.
Live signal
repeat buy
Who buys

Aiko Tanaka

Routine optimizer

Japan beauty
Age36

Pays for calm packaging, visible hygiene cues, and clear dosage steps.

Live signal
hygiene
What they say

Noah Brooks

Review scanner

Amazon shopper64%
00:19

I would check the one-star photos before I believe the leak-proof claim.

What they say
Live signal
reviews
What they feel

Sofia Reyes

Eco-pragmatist

EU grocery58%
Positive with price caveat
58%

Likes lower waste only when the price and shelf footprint remain sensible.

Live signal
Life context

Kenji Mori

Small-space planner

Japan home
Age45

Rejects bulky packs and rewards designs that disappear into a cabinet.

Live signal
cabinet fit
Launch risk

Priya Nair

Ingredient comparer

US wellness46%
Switching risk: medium

Needs a clear switching reason before leaving a trusted incumbent.

Live signal
ingredient proof
Price reaction

Luca Bianchi

Shelf comparer

EU retail66%
Price cue beats eco cue

Decides in seconds at shelf and only notices one concrete benefit.

Live signal
Product feedback

Hannah Lee

Content-led consumer

TikTok shopper
00:34

Show me the routine, not just the finished result.

Product response
Live signal
UGC
Price reaction

Omar Haddad

Bulk-value evaluator

Club-store consumer66%
Two-pack sweet spot

Likes unit savings, but rejects packs that create commitment regret.

Live signal
Who buys

Emma Wilson

Design-sensitive consumer

Premium consumer
Aestheticminimal

Accepts a premium when the object feels display-worthy and the story stays quiet.

Live signal
countertop
How they use it

Maya Chen

Busy parent

US household72%
Moment
High intent, low patience
Behavior
Sunday-night routines drive refill interest, but mess risk blocks trial.
Live signal
repeat buy
Who buys

Aiko Tanaka

Routine optimizer

Japan beauty
Age36

Pays for calm packaging, visible hygiene cues, and clear dosage steps.

Live signal
hygiene
What they say

Noah Brooks

Review scanner

Amazon shopper64%
00:19

I would check the one-star photos before I believe the leak-proof claim.

What they say
Live signal
reviews

A consumer decision lifecycle your team can pressure-test first.

Pressure-test a decision
Is this opportunity worth pursuing?

Find the opportunity

Turn an open question into a clear opportunity brief.

84
70
56

Choose the direction

Compare routes with consistent consumer layer.

Core use case
Must-have
Price
Channel

Shape the offer

Resolve the offer elements that still need evidence.

Message clarity

Validate the expression

Test whether the story is understood and trusted.

Evidence
Decision
Launch

Prepare the launch

Surface blockers before inventory and media spend.

Live market signals
Reviews+18
Conversion54%
Repeat31%
Open risks03

Diagnose and iterate

Bring market signals back into the next decision.

How NovoChoice builds AI consumers from real evidence.

consumer-model-builderLIVE
Connected
Market truthOutcomes calibrate the modelclient results
Connected
Behavioral truthHow people compare, complain, and usereviews · complaints
Connected
Context truthPrices, climate, channels, and local conditionslocal context
Connected
Population truthWho exists and how households are formedcensus · survey

Evidence coverage

Four source layers ready for modeling

4 / 4

The Simulation Platform for New Idea Testing

Apply for Beta

Categories where consumer intelligence fits.

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06

Pet care

What the dog finishes and what gets left in the bowl — two different product signals.

View category
07

Retail & private label

Which 3 SKUs a store should carry, and which 1 it should drop.

View category
08

Apparel & lifestyle

Which photo style earns a save, and which size drives a return.

View category
01

Beauty & personal care

What consumers say they believe, what they actually use at home, and what they will pay 30% more for.

View category
02

Food & beverage

Which meal and which moment the product wins, and what kills repeat after week 2.

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03

Home & household

Which pack wins the shelf, and which old habit it has to break to win.

View category
04

Consumer electronics

Which spec a consumer will quote to a friend, and which one they scroll past.

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05

Baby & family

Which ingredient a parent types into search, and what answer they need to see.

View category
06

Pet care

What the dog finishes and what gets left in the bowl — two different product signals.

View category
07

Retail & private label

Which 3 SKUs a store should carry, and which 1 it should drop.

View category
08

Apparel & lifestyle

Which photo style earns a save, and which size drives a return.

View category
01

Beauty & personal care

What consumers say they believe, what they actually use at home, and what they will pay 30% more for.

View category
02

Food & beverage

Which meal and which moment the product wins, and what kills repeat after week 2.

View category
03

Home & household

Which pack wins the shelf, and which old habit it has to break to win.

View category

Know the boundary before you use it.

consumer-intelligence-pilot

Does NovoChoice replace real consumer research?

No. Real consumers stay in the loop. NovoChoice turns what they teach you into reusable consumer intelligence, then points the team to the next real validation.

Bring one real decision.

0130 min setup
021 real decision
03Private pilot readout
Private by default

Customer materials are not published without approval.

Human-reviewed

The pilot ends with a reviewed decision readout.

Scoped first

We confirm fit and scope before paid work.

We reply with fit, scope, and the recommended pilot path.