P—02 · AUDIENCE SIMULATION
UPDATED 12 MAY 2026 · CRISIS MODE

Personary.
The focus group that never sleeps.

Synthetic audiences calibrated against your real first-party data — query them like a panel, iterate creative at the speed of a prompt.

Personary is a synthetic audience simulation platform. We build an AI panel of consumer personas from your existing survey, panel or CRM data, then run concepts, scripts, ads, packaging and messaging through that panel — at any scale, in minutes.

It replaces the recruiting, scheduling and moderating overhead of a traditional focus group with a queryable, always-on AI audience.

You use it to narrow, not replace. The 2026 best practice is to take 50 concepts to a synthetic panel, get to 3 in an afternoon, then take those 3 to a real qualitative session. A six-month research cycle collapses to six weeks.

You stop iterating against opinion. You iterate against signal.

§ 01 / How it works

Three signals,
one panel.

Personary blends your first-party behavioural data with modelled persona structures and an evaluation harness that pressure-tests output against your brand's stated goals.

01 / INPUT
600
Calibrated personas
From 6 to 600 personas per panel, calibrated to your real survey, panel, CRM or social listening data. The richer the input, the sharper the read.
02 / RUN
Concepts per session
Push 5, 50 or 500 creative variants through the panel in one run. Get rank-ordered preference, sentiment and reaction language back in minutes.
03 / SHIP
48h
From brief to first read
Most projects produce the first defensible read within 48 hours. Plug into your existing decking workflow — outputs export to Keynote, Figma, Notion, CSV.
§ 02 / Personary vs traditional research

Same job. Different physics.

Traditional focus group Personary
Timeline 4–8 weeks (recruit, field, analyse) Hours to days
Cost per concept USD 8,000–25,000 USD 60–200
Sample size 6–12 respondents per session 50–600 personas per run
Concepts per session 3–6 5–500
Best for Emotional nuance, sensory testing, ethnography Concept screening, creative iteration, message-fit, naming
Wrong tool for Quick A/B reads, copy variant ranking, 500-concept screens Regulatory claim substantiation, in-home product trial
§ 03 / What teams use it for

Built for the screening half
of the research funnel.

Pre-launch concept testing

Take a positioning territory and 20 concept directions to a synthetic panel before any human session — eliminate the bottom half by Tuesday.

Ad creative iteration

Run every storyboard, every script, every cutdown through the panel. Score on attention, recall, brand fit, purchase intent.

PR crisis simulation

Stress-test apology drafts, recall statements and CEO letters against a modelled panel before they hit the wire. See how each version reads to your real audience, not your war room.

Executive & leadership comms

Layoff announcements, leadership changes, pricing letters, mission re-statements — the messages where one wrong line costs months of trust. Pressure-test in private.

Packaging A/B at scale

SKU-level testing across 50+ variants where physical fielding would take a quarter and a margin of error.

Naming and tagline screening

Generate, model and rank 200 candidate names against your audience's first-impression vocabulary.

Message-market fit

Find the line of copy that lands with the segment that converts — without burning paid media to learn it.

Audience modelling for new segments

Project how a new geography, demographic or sub-culture would react before you commit to fielded research.

§ 04 / Crisis mode

Test the apology
before it goes public.

When a brand stumbles, the first 24 hours of communication decides whether it spends a week or a quarter recovering. Personary's crisis mode lets comms leads, GCs and CEOs see how five drafts of the same statement would land with the actual audience — before any of them are signed off, sent or screenshotted.

SCENARIO / 01
Product recall
Rank five recall-letter drafts on perceived sincerity, responsibility, and likelihood-to-rebuy. Catch the line that reads as deflection before legal does.
SCENARIO / 02
Founder/CEO apology
Test long-form letters and short statements side-by-side. See which version reads as accountable to loyal customers and which lands as performative to critics.
SCENARIO / 03
Layoff & restructure
Stress-test internal and external announcements simultaneously. The message that respects departing employees and the version that reassures the market are rarely the same.
SCENARIO / 04
Reputation event
Founder controversy, regulatory action, data breach, viral complaint. Model how each customer segment, loyal and lapsed, reacts to your three response options.

How it works in a crisis. We pre-build a panel calibrated to your audience and stakeholder groups (loyalists, lapsed, critics, employees, investors, regulators when relevant). When the moment comes, your comms team drafts the responses; Personary scores them on five axes — sincerity, clarity, blame attribution, action language, and likelihood-to-share — and surfaces the verbatim language each segment is most likely to repeat back. First read inside two hours.

Why this is hard to do any other way. Traditional crisis comms relies on instinct, internal review and (if you're lucky) the personal judgment of one or two outside advisors. You cannot run a focus group while the news cycle is live. You cannot soft-launch an apology on staging. Personary gives crisis teams the one thing the format historically lacks: a structured read on how a draft will actually be received, fast enough to use before the statement ships.

§ 05 / Frequently asked

What teams ask before they buy in.

Q—01

What is Personary?

Personary is a synthetic audience simulation platform from Prompt & Pencil. It builds an AI panel of consumer personas calibrated to your survey, panel or CRM data, then runs creative through that panel at scale to predict reaction before spending in market.
Q—02

How is Personary different from a real focus group?

Reactions in minutes instead of weeks; no recruiting, scheduling or moderating. It's the right tool for pre-launch screening, creative iteration and quick A/B reads — and the wrong tool for deep ethnography or sensory testing. Best practice: narrow 50 ideas to 3 with Personary, then take those 3 to real qual.
Q—03

How accurate are Personary's synthetic panels?

Directional accuracy typically lands within 5–12 points of fielded research on creative preference, message resonance and concept ranking — at a fraction of the cost and timeline. Accuracy scales with the quality of the calibration data you provide.
Q—04

What data does Personary need to build a panel?

Whatever you have. Most clients start with an existing brand survey or U&A study. CRM segments, social listening exports and prior qualitative transcripts all add fidelity. Personary handles panels from 6 to 600 personas per run.
Q—05

What is Personary best used for?

The screening half of the research funnel. Pre-launch concept testing, ad creative iteration, packaging A/B at scale, message-market fit, naming and tagline screening, copy variant ranking, audience modelling for new segments, and stress-testing brand strategy before client presentation.
Q—06

Does Personary replace qualitative research?

No — it sharpens it. Synthetic panels are best for breadth (50 concepts, 500 variants); real qual is irreplaceable for depth (why this story lands, what this packaging feels like in hand). Teams that try to use Personary as a full replacement learn an expensive lesson in their first launch.
Q—07

Can Personary stress-test crisis communications and apology statements?

Yes — that's what Crisis Mode is for. Comms leads, GCs and CEOs can see how multiple drafts of a statement (recall, apology, restructure, reputation event) would land with their actual audience before the public sees any of them. We pre-build panels calibrated to loyalist, lapsed, critic, employee and investor segments. Drafts are scored on sincerity, clarity, blame attribution, action language, and likelihood-to-share, with verbatim language each segment would repeat back.
Q—08

How fast can Personary deliver a crisis comms read?

Within two hours of receiving the drafts — if a calibrated panel is already in place. The bottleneck is calibration: setting up an audience-calibrated panel takes 1–2 weeks with first-party data, so the work happens before the crisis, not during it. Brands and agencies typically run a "shadow panel" as part of an ongoing retainer so the moment a statement is needed, the modelling infrastructure is already live.
§ 07 / Try a panel

Send a concept.
We'll send signal.

hello@promptandpencil.studio