In-Field Message Testing · 2025 Reed Award Winner

Real audiences.
Real reactions.
A fraction of
what polling costs.

A traditional poll reaches 400–600 people on a survey panel and tests text questions. AHG in-field testing reaches 10,000–50,000 real Facebook and Instagram users with your actual campaign images and copy — delivering ranked message performance data across audience segments in 2–3 weeks.

Starting at $10,000 + Meta ad spend · half the cost of a traditional poll
Traditional PollAHG In-Field Test
Sample size
400–600 panelists
10K–50K real users
What’s tested
Text questions only
Images + copy simultaneously
Audience segments
1 likely voter pool
Up to 7 segments incl. voter file matches
Applies to
Messaging memos
Digital, doors, mail, phone bank
Turnaround
3–6 weeks
2–3 weeks
Cost
$20,000–$50,000+
$10K–$20K all-in
189
Ads tested,
single campaign
ACCE Institute housing campaign, CA
38,766
Real reactions,
7 audience segments
Including CA voter file matches
41 / 57
% above vs. below avg —
winner/loser separation
Louisiana People’s Constitutional Convention
Why It Works

You’re buying confidence to act — not a research report.

Most campaigns go into the field with untested messages because polling is too expensive and takes too long. They commit their mail, canvass, and digital budget to frames that sound good in a room — and find out they were wrong when it’s too late.

In-field testing gives you ranked performance data — which images and messages outperform, which underperform, and by how much — before you commit the big money. The findings apply directly to digital, doors, phone bank, and mail. They’re not a memo. They’re a decision.

The most important finding is usually about segment differences. The message that moves your base is often not the message that moves persuadables, and the rankings frequently flip. A poll won’t tell you that. In-field testing will.

In the Louisiana People’s Constitutional Convention test, the top-performing message outperformed the campaign average by 41% while the weakest underperformed by 57% — a nearly 100-point spread across just 10 messages tested.

Relative Performance — All Audiences
From a recent AHG message test. 10 message variants, relative performance vs. campaign average.
Above average →
Message 1
+41%
Message 2
+32%
Message 3
+22%
Message 4
+12%
Message 5
+3%
← Below average
Message 6
−5%
Message 7
−12%
Message 8
−21%
Message 9
−31%
Message 10
−57%

Illustrative. Based on Louisiana People’s Constitutional Convention AHG campaign data.

What’s Included

Two ways to engage.

Signal Test
Signal Test
Quick read on what’s working. Most common entry point.
~$10,000 all-in
$7,000 AHG fee + ~$3,000 Meta ad spend (billed separately to Meta)
⏱ ~2 weeks
Includes
8–10 message or image variants tested
1–2 audience segments
Campaign design, ad build, targeting
Ranked performance data across all variants
Performance deck — shareable with staff and funders
How It Works

Scoped and launched in days, not weeks.

01
20-Minute Kickoff Call

We define what you’re testing, your target audiences, and what decisions the findings need to support. Most tests are fully scoped in one call.

02
Ad Build & Launch

We design the variants, build the campaign on Meta, and launch. Campaigns run until we hit statistically meaningful sample sizes — typically 5–7 days of flight time.

03
Analysis

We pull performance data and calculate relative rankings across all audience segments. The segment-by-segment comparison is often where the most valuable findings emerge.

04
Delivery & Debrief

You receive the performance deck or designed PDF report. We walk through findings so your team can act on them immediately — not six weeks from now.

Know what moves your audience
before you commit the full budget.

Book a 20-Minute Call
Who It’s For

Built for campaigns that can’t afford to guess.

Traditional polling is out of reach for most progressive campaigns and advocacy organizations — and even when you can afford it, it only tests words, not the images and creative that actually go on doors and in digital ads.

The findings are designed to share. The report travels up to funders, out to coalition partners, and down to field staff — giving everyone a shared evidence base for program decisions.

🏛
Congressional & Legislative Campaigns

Test district-specific frames before locking in your communications strategy. Know which messages move persuadables in your geography before you go up on TV or mail.

📣
C4 Issue Advocacy Campaigns

Surface the frames that activate your base and move the persuadable middle. Apply findings across digital, field organizing, and earned media in one coherent strategy.

🗳
Ballot Measure Campaigns

Test yes/no frames across voter segments before locking in your core message architecture. Know what moves infrequent voters, not just your base.

💼
Consultants & Vendors

AHG works as a subcontractor on message testing engagements. If you’re a firm whose clients need testing data, contact Adriel to discuss a working relationship.

Ready to Start?

Book a 20-minute call.

Most tests are scoped in a single call and launched within a week. Contact Adriel directly — he responds personally.

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