AI orchestration for research and brand strategy Still building strategy on research nobody can source?

CambrianEdge.ai orchestrates research from the first question to a strategy your team can use. Run competitor scans and market research with the AI models best suited to each question, check the sources yourself, and keep what you learn where the next brief will find it.

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Harbor Analytics' strategist asks CambrianEdge.ai one question about competitor pricing; it reads pricing pages and G2 reviews, cites every claim, and returns the numbers with sources, so every figure at the next review can be defended. Transcript: “Where do these pricing numbers come from?”. Harbor's strategist asks one question, in plain English. CambrianEdge reads pricing pages and G2 reviews, and cites every claim. The numbers she needs, each linked to its source. At the next review, every number has a source.
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How the work moves

Once it's set up, here's what a normal week looks like.

  1. Ask for a competitor scan, audience profile, consumer trends or pricing comparison. Attach your own files or spreadsheets so the research reflects your data alongside the web.

    Win-loss interviews.docxPipeline Q3.xlsxPDFPositioning v2.pdf
    Harbor Analytics · Knowledge HubEvery draft starts from these files
    Your approved sources

  2. CambrianEdge.ai searches the web, reads YouTube videos and works through your numbers. You get a report where each point links back to where it came from, so you can click through and check.

    What buyers say about analytics onboarding
    G2 reviewsYour dataIndustry report
    3 findings, all sourced

    Setup time is the top complaint in reviews. 1 Most trials end before the first dashboard. 2

    1 · G2 reviews2 · Your data3 · Industry report12 sources
    Every point has a source

  3. Run fact check, open the sources and save what holds up. Fix anything wrong and save the result to the Knowledge Hub, so future drafts start from it.

    Positioning: insight in minutes, governed by default

    Harbor gets teams from raw data to a trusted dashboard in under ten minutes. Governance is built in, not bolted on.

    /
    Fact Check2 claims · 1 verified · 1 needs a source
    Brand VoiceHumanizeTranslate
    Built into every document

What you get back

Here's what that adds up to for your team.

43+ apps share one context
Connected in a click
Integrations

Research that actually gets used.

Findings flow straight into briefs and drafts. No more great research sitting in a slide nobody opens again.

Analyze win-loss interviews
ClaudeAnthropic
GPTOpenAI
GeminiGoogle
GrokxAI
Muse SparkMeta
5 providers · one workspace
Models

The sharpest AI for each question.

Use the model that reasons best for the task. Deep analysis, quick summaries and spreadsheet work suit different models, and they're all in one place.

HHarbor AnalyticsBrand DNA attached · 14 files
SStrategy teamSeparate workspace
PProduct marketingSeparate workspace
Fully separated
Workspaces

Findings you can defend.

Each point has a source, and your team decides what's true. When leadership asks where a number came from, you can show them.

Integrations

Works with the tools you already use

Connect in a click. Your files, calendars and channels stay where they are, and CambrianEdge.ai works across them.

See all 43+ integrations
  • Apify
  • NewsAPI
  • World News API
  • Google Sheets
  • Excel
  • Google Search Console
  • Google Analytics
Questions, answered

Frequently asked questions

Is AI research accurate?

Each report shows its sources, and a fact check button checks the claims before you use them. Your team signs off on the conclusions with the evidence in front of them.

Can it look at our own data?

Yes. It reads your files and analyzes spreadsheets alongside web research.

Can it help with brand strategy?

Yes. It turns research into positioning and messaging options, and saves the version you pick for future work.

How do you do competitor research with AI?

Ask the AI to compare competitors' messaging, pricing, audiences and recent news, and require it to cite sources. Then verify the key claims and save the findings where your team can reuse them.

Can AI do market research?

AI can gather and summarize public information, analyze your data and spot trends quickly. The results are most useful when sources are cited and a person checks the conclusions.

How often should you update competitor research?

Regularly, at the pace your market moves. Fast-moving markets may need a monthly check, while steadier ones can work quarterly. Scheduling a recurring scan keeps it from slipping. 7 ·

Get started

Know what competitors said this week.

Run a sourced competitor scan in your free trial.