Case Study · Agentic AI Research
An agentic research system that never stops watching the market. It listens across social media, review sites, news and competitor websites, then turns thousands of scattered signals into clear, decision-ready insights, so teams always know what competitors are doing, what customers are saying and where to grow next.

Always-on
research that keeps pace with the market
100s → 1
sources distilled into one decision-ready report
9
types of sources, from review sites to social media
5
teams powered by the same insights
The Challenge
Staying ahead means knowing what competitors launch, how they price, what customers love or hate and which trends are rising. But that knowledge is scattered across hundreds of websites, reviews, posts and articles, and researching it by hand means days of searching, reading and summarising, only for it to be out of date next week.
Dozens of search queries and browser tabs for every question.
Features, pricing and launches spread across countless pages.
Plans, usage limits and add-ons that change without notice.
Hundreds of reviews hiding the real customer pain points.
Customers talk on social media, forums and communities, not to you.
Findings copied, pasted and maintained by hand.
Research that takes days and is outdated by next week.
Gaps and trends spotted too late, or not at all.
The goal: what if your team knew about a competitor’s launch, a pricing change or a rising customer complaint the week it happened, without anyone spending days on research?
The Solution · Agentic AI
A lead research agent plans every investigation and coordinates specialist agents that search, listen, read, compare and summarise. Each agent has its own tools, and findings are cross-checked before anything reaches your team.
Understands the objective, turns it into a research plan, assigns tasks to specialist agents and keeps digging until the evidence is strong enough to report.
Specialist agent
Runs real-time searches across the open web and gathers the most relevant, up-to-date sources.
Specialist agent
Follows conversations about brands, competitors and topics across social media, forums and communities.
Specialist agent
Builds a living profile of every competitor: features, launches, positioning, integrations and partnerships.
Specialist agent
Reads hundreds of reviews to surface loved features, complaints, pain points and feature requests.
Specialist agent
Compares free plans, trials, monthly and annual pricing, usage limits and add-ons.
Specialist agent
Tracks announcements, funding, partnerships and industry news to spot emerging trends early.
Specialist agent
Connects competitor weaknesses, customer requests and market trends into concrete product opportunities.
Specialist agent
Filters out unrelated data, removes duplicates and cross-checks findings across multiple sources.
Specialist agent
Turns the findings into an executive summary, comparison tables and recommended next steps.
Research runs continuously, so insights stay current as competitors and markets change.
Findings are connected and cross-checked across sources, never taken from a single page.
You set the questions, competitors and focus areas; the agents do the legwork.
Understand
The lead agent clarifies the objective and what a useful answer looks like.
Plan
The question is broken into research tasks: competitors, pricing, reviews, conversations and trends.
Search & listen
Specialist agents search the web and listen across social media, forums and review sites in parallel.
Filter & verify
Irrelevant data is removed and findings are cross-checked across sources.
Analyse & compare
Competitors, pricing, sentiment and trends are compared against your own product.
Report
A structured report with an executive summary and recommended next steps reaches your team.
| Manual research | Deep research agent |
|---|---|
| One search at a time, one tab at a time | Multi-step research across hundreds of sources in parallel |
| Hours of reading and note-taking | Automatic extraction, filtering and summarisation |
| A snapshot that is outdated next week | Always-on monitoring of competitors and markets |
| Opinions from a handful of pages | Patterns from reviews, social media and communities |
| Raw information in spreadsheets | Structured insights with recommended next steps |
How It Works
Every research run follows the same guided path, with each step owned by a specialist agent. Raw internet information becomes structured, useful insight, far faster than any manual process.
Research question
Your teamWhat your team wants to know about the market
Understand the objective
Lead research agentScope, focus areas and what success looks like
Search multiple sources
Web research agentWebsites, news, blogs, reviews, social media and communities
Collect relevant information
Web & social listening agentsPages, posts, reviews and announcements worth analysing
Filter unrelated data
Verification agentNoise, duplicates and off-topic results removed
Analyse competitors & market
Competitor intelligence agentLaunches, positioning, partnerships and strategy
Compare features, pricing & positioning
Pricing & competitor agentsSide by side with your own product
Study reviews & feedback
Review analysis agentWhat customers love, dislike and keep asking for
Find trends, gaps & opportunities
Opportunity agentWhere the market is heading and what is missing
Generate the research report
Report writerExecutive summary, findings and recommendations
Make better decisions
Your teamProduct, marketing, sales and growth teams act on the insights
Illustrative example
“How are social media management platforms using AI, and where are they falling short?”
Executive summary
Sample findings, created to show the kind of report the agent produces.
Competitor Intelligence
For every competitor, the agents build a living profile, from features and pricing to positioning, partnerships and what their customers really say, and compare it with your own product.
Illustrative example
| Capability | YouYour platform | ACompetitor A | BCompetitor B | CCompetitor C |
|---|---|---|---|---|
| AI content generation | Yes | Yes | Limited | Yes |
| Multi-brand management | Yes | Limited | Yes | No |
| Analytics | Yes | Yes | Yes | Limited |
| UGC | Yes | No | Limited | Yes |
| AI automation | Yes | Limited | Yes | Limited |
| Review management | Yes | No | Yes | No |
See exactly where your pricing sits in the market.
Their weaknesses are your opportunities.
Opportunities & Trends
The real value is not the data, it is what you do with it. The opportunity agent connects everything the other agents found and points to where your product can win.
When several competitors start launching the same capabilities, the agents recognise an emerging trend, so you can move early instead of catching up.
Decision-Ready Reports
A single research question can mean dozens of websites, articles and reviews. The agents read all of it, so decision-makers get the answer without reading every source.
What the agents read
What your team receives
Built for Every Team
The goal is not more reports. It is growth. The same stream of insights helps every team make better calls.
Missing features, customer problems and competitor capabilities.
Competitor messaging, campaigns, positioning and customer interests.
Competitor strengths and weaknesses for every sales conversation.
A clear view of market direction for better strategic decisions.
New opportunities, customer segments and emerging trends.
Impact
Research turns from a slow, manual activity into an intelligent, repeatable business process.
Without automation
With the deep research agent
Less time between a market change and your response.
Pain points and feature requests surface sooner.
Competitor moves and pricing changes, tracked continuously.
Roadmaps shaped by evidence, not guesswork.
Key takeaway
Research stops being a one-off task and becomes an always-on engine for competitive advantage.
Our Work
We built an agentic deep research system that turns the open web into a continuous source of competitive intelligence, helping businesses understand their market faster and act with confidence.
We design and build agentic AI systems that turn the open web into a competitive advantage, from deep research agents to always-on market intelligence.
Social Listening
Hear every conversation about your market
Customers rarely tell you directly what they think, but they say it everywhere else. The social listening agent follows brands, competitors, products and topics across many platforms and turns the noise into clear signals.
Where the agents listen
Signals it picks up
Illustrative example
Live listeningCustomer sentiment
Trending conversations
Hundreds of reviews, one clear picture
Reviews reveal what real users actually experience. The review analysis agent reads them all and turns them into patterns your product team can act on.