Use case
AI monitoring for political campaigns and nonprofits
Updated June 2026
AI monitoring for campaigns and nonprofits tracks how AI assistants describe your candidate, cause, organization, or issue when people ask. Saidly checks Claude, ChatGPT, Gemini, and Grok on a schedule, scores each answer's sentiment from 0 to 100, quotes each model, lists the sources it cited, and shows how the story moves over time.
Why do campaigns and nonprofits need AI monitoring?
Voters, donors, volunteers, reporters, and grantmakers now ask an AI assistant for a fast read before they look any further. Someone deciding whether to give, sign, or vote can type your candidate's name, your organization's name, or the issue you work on into ChatGPT and read a one-paragraph verdict you never saw. That paragraph can repeat an old attack line, confuse you with a same-name group, or describe your position in a way you would never use.
Saidly was built to track any named entity, not just websites or companies. You can monitor a campaign, a candidate, a 501(c)(3) or 501(c)(4), a coalition, a ballot measure, or a policy topic. The operating company is Woodfire Digital, LLC, and you can read more about Saidly.
What does Saidly track for a campaign or cause?
Saidly runs the same set of questions across all four models on the cadence your plan allows, then compiles one report. Each report gives you:
- A sentiment score from 0 to 100 per model, so you can see whether Claude, ChatGPT, Gemini, and Grok are warm, neutral, or cool on your campaign or organization.
- A representative quote from each model, in its own words, so the score is never a black box you have to take on faith.
- Recurring themes, the claims the models keep repeating, both the ones that help you and the ones you would want corrected.
- The cited sources, the actual pages each model read, so you can trace a stale or wrong claim back to where it came from and fix it at the source.
- Share of voice against the other names in your race or your field, so you know how often you come up versus an opponent or a peer organization. We cover this in competitor share of voice.
- Change since the last report, which matters most during a fast-moving news cycle.
All four models are grounded on the live web, so the answers mirror what a real voter or donor sees today. Reports land in your inbox and your dashboard. You can read a sample report to see the format, and the scoring rules are written out in our methodology.
Can I track an issue or topic, not just an organization?
Yes. Saidly tracks named topics the same way it tracks an organization. An advocacy group can watch how the four models frame the issue it works on, a campaign can watch a policy debate, and a foundation can watch a cause area it funds. You enter the issue the way people phrase it, and Saidly reports the sentiment, the recurring framing, and the sources behind it.
Watch the entity and the issue side by side. Many groups track both their organization name and the issue they advocate for as separate entities. That shows whether the models speak warmly about your cause in general but barely mention your group by name, which tells you where to invest.
How does this work during an election or a campaign push?
During a news cycle, the live-web answer can shift within days of new coverage. A debate, an endorsement, a controversy, or a single widely-shared article can move how all four models describe you, and they often move at different speeds because each one has read a different slice of the web. Saidly turns that into a measurement instead of a gut feeling.
On the Pro and Business plans, two advanced lenses go further. "Model-only" shows what a model believes without searching the web, and "compare" puts the live-web answer next to the model-only answer so you can see the gap. If recent coverage has corrected the record but a model's built-in memory still repeats an old story, that gap shows you exactly what to push on. You can run scheduled reports (monthly, weekly, or daily by plan) and on-demand reports the moment news breaks, and you can pause and reactivate between cycles.
What kinds of entities can a campaign or nonprofit track?
| Entity | Example question a model answers | What you watch for |
|---|---|---|
| Candidate or leader | "Who is this candidate and what do they stand for?" | Stale attack lines, same-name confusion, tone |
| Campaign or coalition | "Is this campaign credible?" | Framing, cited sources, share of voice vs opponents |
| Nonprofit or foundation | "Is this organization legitimate and worth supporting?" | Legitimacy signals, mission accuracy, donor trust |
| Issue or ballot measure | "What are the arguments for and against this?" | Which side's framing the models repeat |
A candidate or organization leader is also a personal reputation worth watching on its own. See personal brand monitoring for tracking an individual, and the underlying scoring is explained in AI brand sentiment.
What do the terms mean?
- AI monitoring for campaigns
- Tracking what AI assistants say about a candidate, campaign, or coalition over time, and scoring whether it is positive, neutral, or negative.
- Nonprofit AI monitoring
- The same practice for a charity, foundation, or advocacy organization, used to protect donor trust and the accuracy of the mission as described by AI.
- AI sentiment score
- Saidly's 0 to 100 rating of how favorable a model's answer is, calculated per model so you can compare Claude, ChatGPT, Gemini, and Grok.
- Cited sources
- The specific web pages a model read before answering, listed in your report so you can trace and correct a claim at the source.
- Share of voice
- How often you come up versus opponents or peer organizations when a model answers questions in your race or field.
For the full playbook on measuring and improving AI answers, see our guide to AI visibility monitoring.
What does AI monitoring cost for a campaign or nonprofit?
Saidly's public pricing starts at $2.99 per month on Starter, with Pro at $13.99, Business at $49.99, and a custom Enterprise tier. Every plan covers all four models. There is a 30-day free trial and no credit card to start, so you can run your first report before paying anything. The FAQ covers cadence, on-demand reports, pause and reactivate, and how the search lenses work.
See what AI says about your campaign or cause
Start the 30-day free trial, enter your campaign, organization, or issue, and Saidly will show you what Claude, ChatGPT, Gemini, and Grok say, scored and tracked over time. No credit card to start.
30-day free trial. No credit card required. Read the FAQ or the methodology first if you want the details.