CASE STUDY
A statewide primary roster, in.300 cite-able candidate profiles, out.
An editor's five-issue framework — operationalized across 50 state senate districts and 100 state house districts in time for the primary.
What would take a research team months of manual work — delivered in days.
3 minutes. No credit card. First request free. From $1,500/mo.
I know what I want — start my free request →You publish a newsletter to readers who care about specific issues. A primary is coming. The candidate roster is hundreds of people across more than a hundred races. You'd love a research brief on each one — positions on the handful of issues your readers actually vote on, plus voting records for incumbents, plus sources every reader can verify. The research is essential. It's also too time-consuming for any one person, or any small team, to actually do. By the time you'd produce it, the primary's over. Handled rebuilt this entire pipeline as a done-for-you delivery: hand us your framework and the roster, get back a cite-able guide and a public site your readers can search.
Built by professionals, for professionals.AI delivery experts — serving you in your field.TheAIMasters, LLC.
What we built
View the live candidate guide→
How it worked
The pipeline is the boring part — that’s the point. Here’s how the recordings became a permanent site.
Roster verified
We confirmed the official candidate list against the state's election filings. The state senate is staggered — only 25 of the 50 districts had primary races — so we caught that, locked the roster, and aligned it to the editor's planned coverage.
Schema designed against the editor's framework
She came to us with five issue lenses her newsletter readers actually vote on. We didn't reinvent her framework; we operationalized it. Every profile would carry her five lenses, with position scores, narrative explanation, and verified sources — plus voting records for incumbents on lens-relevant bills.
Researched in batches, every claim sourced
We ran batched research across every candidate, pulling from state filings, campaign sites, news archives, voting-record databases, and endorsement scorecards. Over a thousand source citations across the full dataset, each one tied back to a verified URL.
Validated and de-hallucinated
Our adversarial QA gate, run in a fresh session before delivery, caught a fabricated endorsement from a high-profile national figure that the research had asserted as fact. We corrected it with secondary news verification, demoted thirteen over-inferred positions to honest 'no public position found,' and stripped 166 dead-link sources. Without the QA gate, the hallucination ships.
Delivered as cite-able artifacts and a searchable site
A 720-page branded PDF, structured JSON and CSV exports for newsletter reuse, a 15,000-line markdown master document, and a deployed static site with district browsing, candidate search, and methodology disclosure — all on a flat monthly subscription, no scope document, no hourly billing.
Maybe you’ve got this problem too
The same pipeline works whenever you have hours of recorded knowledge that nobody can find later.
Voter-education organizations
League-of-Women-Voters-style civic groups producing neutral candidate guides for general audiences. Same research rigor, framework you supply, no editorial position from us.
Advocacy newsletters in other states or future cycles
Same editor framework, swap roster. The pipeline is state-agnostic — if you can supply a values rubric and a candidate list, we can produce the guide. After this delivery, the same project expanded to thousands of federal and local races, and the framework ported cleanly.
Membership organizations with values-aligned voters
Trade associations, faith communities, professional bodies: any constituency where the framework is the editorial product and the candidate research is the bottleneck. We turn the framework into hundreds of cite-able profiles before the cycle ends.
Research that is necessary but too time consuming for anyone to do.
Simple pricing. Cancel anytime.
All plans do the same work. Plans differ in how fast you get it back.
What we handle — on every tier
- Summaries & briefs from candidate filings, voting records, and news archives
- Drafts & documentsper-candidate research briefs with citations, plus a master document for the full roster
- Research & analysisvalues-framework scoring against verifiable sources, with explicit 'no public position found' where the record is sparse
- Tools & systemssearchable static sites, ZIP-based personalization, branded PDF generation
- Data & insightsstructured JSON and CSV exports for newsletter reuse and downstream analysis
How every plan works
- Unlimited requests, one at a time
- Refining is free until you're happy — no extra charge
- 7-day money-back on your first paid month
- Cancel anytime
Big project? We break it into pieces. We send back one piece on your plan's pace — every 5 days on Standard, 3 on Professional, 2 on Premium. After each piece, you tell us 'done' or 'change this.' We keep going until the whole project is done.
Standard
Your work back in 5 business days — actual work, not just a reply.
If we need anything to keep going, we'll reach out sooner.
First request free. 7 days to try, no credit card.
Add live hours: $500/hr
Professional
Your work back in 3 business days — actual work, not just a reply.
If we need anything to keep going, we'll reach out sooner.
First request free. 7 days to try, no credit card.
Add live hours: $500/hr
Premium
Your work back in 2 business days — actual work, not just a reply.
If we need anything to keep going, we'll reach out sooner.
- + 2 hours of live Zoom each month for strategy, training, or Q&A.
First request free. 7 days to try, no credit card.
Add live hours: $500/hr
| Plan attribute | Standard | Professional | Premium |
|---|---|---|---|
| Monthly price | $1,500/month | $2,750/month | $5,000/month |
| Quarterly price (10% off) | $1,350/month | $2,475/month | $4,500/month |
| Annual price (17% off) | $1,250/month | $2,292/month | $4,167/month |
| Billing period | Monthly, quarterly, or annual. Cancel anytime. | ||
| What we handle | Summaries & briefs from candidate filings, voting records, and news archives; Drafts & documents — per-candidate research briefs with citations, plus a master document for the full roster; Research & analysis — values-framework scoring against verifiable sources, with explicit 'no public position found' where the record is sparse; Tools & systems — searchable static sites, ZIP-based personalization, branded PDF generation; Data & insights — structured JSON and CSV exports for newsletter reuse and downstream analysis | Summaries & briefs from candidate filings, voting records, and news archives; Drafts & documents — per-candidate research briefs with citations, plus a master document for the full roster; Research & analysis — values-framework scoring against verifiable sources, with explicit 'no public position found' where the record is sparse; Tools & systems — searchable static sites, ZIP-based personalization, branded PDF generation; Data & insights — structured JSON and CSV exports for newsletter reuse and downstream analysis | Summaries & briefs from candidate filings, voting records, and news archives; Drafts & documents — per-candidate research briefs with citations, plus a master document for the full roster; Research & analysis — values-framework scoring against verifiable sources, with explicit 'no public position found' where the record is sparse; Tools & systems — searchable static sites, ZIP-based personalization, branded PDF generation; Data & insights — structured JSON and CSV exports for newsletter reuse and downstream analysis |
| Turnaround time | Your work back in 5 business days (actual work, not just a reply). | Your work back in 3 business days (actual work, not just a reply). | Your work back in 2 business days (actual work, not just a reply). |
| Premium bonus | — | — | + 2 hours of live Zoom each month for strategy, training, or Q&A. |
| How every plan works | Unlimited requests, one at a time; Refining is free until you're happy — no extra charge; 7-day money-back on your first paid month; Cancel anytime. | ||
| Big projects | Big project? We break it into pieces. We send back one piece on your plan's pace — every 5 days on Standard, 3 on Professional, 2 on Premium. After each piece, you tell us 'done' or 'change this.' We keep going until the whole project is done. | ||
| Live hours add-on | $500/hr | $500/hr | 2 live hours/month included |
| Money-back guarantee | 7-day money back on your first paid month. | ||
Frequently asked questions
Written by Gabriel Rymberg, Co-Founder, Handled. Last updated .MBA · Decades across enterprise and defense
Ready to get things handled?
First request free. 7 days to try, no credit card.
7-day money-back guarantee on your first paid month.
3 minutes. No credit card. First request free. From $1,500/mo.
I know what I want — start my free request →No meetings
Ever
Live hours
Available
Refining is free
Until you're happy
Cancel anytime
No penalties
Questions? contact@handled.team