Always-on competitor research agent
Tryozi's research agent connects competitor campaigns to emerging market trends.
The team saves time on competitor research and spots emerging trends sooner. An always-on agent tracks competitor email campaigns, ads and landing pages, connecting changes in messaging, offers and customer journeys into source-linked research briefs.
The impact
12 hrs
of research time saved each week
Always-on competitor research agent
Case study facts
- Industry
- Telehealth
- Team
- Marketing
- Systems connected
- 2
- Time to live
- 1 week
- Engagement
- AI implementation
The impact
Results for the team
- of research time saved each week
- 12 hrs
- of research time saved each week
- Automated monitoring, comparison and summarization reduce the research hours the team spends on recurring competitor scans each week.
- more sources tracked consistently
- 6×
- more sources tracked consistently
- The agent consistently tracks more sources in the approved watchlist, retaining links to the material behind each finding.
- from observed changes to research briefs
- 24 hrs
- from observed changes to research briefs
- The turnaround measures the time from an observed competitor change to a research brief with sources and context attached.
Situation
Market research aged between reviews.
Periodic research creates a snapshot that is quickly out of date. Repeating the same manual browsing can bury a meaningful positioning change under cosmetic page updates.
Challenge
Meaningful changes were buried in noise.
The team needed to separate positioning and offer changes from cosmetic edits, then inspect the evidence behind each finding. Observed competitor messaging also had to stay separate from assumptions about its performance.
What we built
Campaign signals connected into market trends.
The research agent monitors competitor email campaigns, ads and landing pages, comparing new observations with prior captures. It connects repeated messages, offer changes and linked campaign journeys across channels to spot emerging trends, then prepares a brief with citations and observation dates.
The agent distinguishes a one-off creative change from a recurring campaign theme and links each trend to its supporting observations. Interpretation stays separate from observed content; competitor messaging is not proof of campaign performance.
AI tech stack
Cloudflare Agent CloudAgent infrastructure
OpenRouterModel access
FirecrawlWeb crawling- Cloudflare VectorizeVector search
- Define the watchlist
Set the competitors, email campaigns, ad sources, landing pages and research questions that matter.
- Capture every source
Store email, ad and landing-page observations with source references and capture dates.
- Detect real changes
Compare messages and offers across captures, separating meaningful changes from cosmetic noise.
- Connect campaign trends
Connect recurring themes across emails, ads and landing pages to identify shifts in positioning, offers and customer journeys.
- Compile the brief
Each trend links to supporting observations across channels and prior context.
- Review implications
The team decides which findings merit deeper research or action.
Evals and guardrails
Detect real changes. Support every finding.
Change-detection evals
Measure missed changes and false alerts against reviewer-checked campaign and page changes. Test rotating page content, missing pages and unchanged offers.
Evidence evals
Check summary claims and citations against saved sources. Test whether instructions hidden in external content can mislead the agent.
Guardrails
Fetch only approved sources. Ignore instructions within external content, verify citations and retain capture dates with each finding.
Results
Research starts with what changed.
Automated monitoring, comparison and summarization reduce the research hours the team spends on recurring competitor scans each week. The agent consistently tracks more sources in the approved watchlist, retaining links to the material behind each finding.
The turnaround measures the time from an observed competitor change to a research brief with sources and context attached.
- of research time saved each week
- 12 hrsof research time saved each week
- more sources tracked consistently
- 6×more sources tracked consistently
- from observed changes to research briefs
- 24 hrsfrom observed changes to research briefs
From Tryozi
“We had tried other partners and nobody could unblock it. Revensi came in, understood the problem quickly, and turned a bottleneck into something that just runs. Total game changer.”
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