AI agents / Sales research · Independent project
Opportunity Intelligence Studio: Multi-Agent Account Research
Dmitri Derevjanko built Opportunity Intelligence Studio, a multi-agent research workspace that ranks Baltic and Nordic accounts and produces evidence-linked briefs and outreach drafts.
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Problem
Account research for a new market is a weekend of tabs: website, news, stack guesses, and a generic email. Rankings without evidence are not something a consultant can send.
Solution
A scoped multi-agent pipeline: the user sets country, industry, service, and goal; eight specialist agents research, map pain, estimate ROI, draft outreach, and critic-review the pack, with dossiers, a knowledge graph, and PDF export.
System Architecture
Primary data and decision flow
- Research scope Country, industry, service, and goal define the agent run.
- Eight agents Specialists research, map pain, design solutions, and review output.
- Evidence model Dossiers and a knowledge graph connect signals to assumptions.
- Client handoff Ranked accounts, ROI scenarios, outreach, and PDF briefs reach the UI.
- React
- vinext API
- Vite
- Vercel deployment
- Progressive agent status
- Scope (country, industry, service, goal) is configured before a scan.
- Eight agents cover research, company intelligence, pain, solution, ROI, outreach, critic, and executive reporting.
- Dossiers store tier, maturity, stack, public signals, pain, automation opportunities, and priority.
- A knowledge graph links signals, friction, workflows, and assumptions so recommendations stay inspectable.
- The UI reveals work as agents finish; PDF and copy are the handoff artifacts.
What Dmitri Derevjanko built
Dmitri designed the eight-agent workflow, dossier format, ranking and comparison views, evidence/assumption panels, analytics, live agent feed, executive brief and outreach copy, and the React/vinext UI deployed as a public demo.
Technologies
- TypeScript
- React
- Next.js / vinext
- Vite
- Tailwind CSS
- Recharts
- Vercel
Result and Impact
A demo where a team can go from market scope to ranked accounts, evidence, ROI, and a client-ready brief without eight disconnected chat threads.
Limitations
- Account narratives are built from structured public-signal patterns for a demo corpus, not a live licensed data firehose.
- ROI figures are scenario estimates for conversation, not audited savings.
- Outreach copy still needs a human before it is sent.
Live demo and source
Live demo: https://signaldesk.dmitriderevjanko.com/
Source code: Private. The live demo is the public artifact for this project.
Portfolio case study: https://dmitriderevjanko.com/projects/opportunity-intelligence-studio/
This is one of 10+ independent public projects by Dmitri Derevjanko. 100+ additional workflows were delivered professionally, mostly under confidentiality, and are not documented here.