VINNIKOV
Robota
Autonomous job application pipeline

Five layers. Three human gates. Discovers opportunities, researches companies, generates tailored documents — and never auto-submits.

5
Layers
3
Human Gates
4
Job APIs
8+
MCP Tools
01 — Why this exists

Quality over quantity

Mass-apply tools send hundreds of generic applications. This system sends one — researched, tailored, and reviewed by a human before submission.

66×
Manual applications convert at 6.6–10%. Auto-apply tools report 0.1%. This pipeline automates the research and generation, not the judgment.
02 — How it works

Follow a single job through the pipeline

Click each stage to see what happens to a real listing as it moves from discovery to delivery.

📋
Tracking: Head of Data — Harnham · London · £85-110k · Posted today on Reed
L4Discover
847 listings scanned → filtered to 6 matches
Remaining: 847 Stage: scanning
847
Scanned
312
Deduped
44
Filtered
6
Matches
View scoring breakdown →
LLM Scoring vs Profile Click a match to see breakdown
Reed
Adzuna
Himalayas
Jobicy
Human gate — triageYou pick "Head of Data — Harnham" to research
L2Research
8 MCP tools → 182-line intelligence briefing

Each provider contributes a different dimension. Click a provider to see its contribution to the Harnham briefing.

Intelligence Sources
Exa strong
Company profile, leadership bios
Companies House strong
Filings, revenue, directors
Tavily strong
Recent news, press releases
BuiltWith moderate
Tech stack detection
GitHub weak
Engineering activity, repos
Reddit moderate
Employee sentiment, culture
Firecrawl strong
Blog posts, team pages
Bright Data strong
Glassdoor, LinkedIn data
via Exa strong signal
Company: Harnham — specialist data & analytics recruiter
Founded: 2006 · London HQ
CEO: David Farmer
Offices: 8 (London, NYC, SF, Berlin…)
Rich company profile found. Leadership bios confirm data-focused org structure.
L1+L3Generate
Select → Generate → Audit — tailored CV + cover letter
1
Select from profile
Mapping your experience to role requirements for Harnham:
Power BI architecture Data governance £2.1B procurement analytics Cross-functional delivery Team leadership (12 FTE) FCDO security clearance Contract management Stakeholder comms Diplomatic reporting Azure migration
2
Generate documents
Tailoring CV for Harnham's data leadership role:
- Experienced data professional with analytics background
+ Data leader with 8+ years in UK government, specialising
+ in BI platform architecture and procurement analytics

- Managed team of analysts
+ Led cross-functional team of 12, delivering £2.1B
+ procurement data migration to Power BI + Azure

- Worked on data governance projects
+ Designed data governance framework adopted across
+ 3 directorates, reducing report discrepancies by 34%
3
Four-lens audit
Hiring Manager
Technical
Leadership
AI Detection
Human gate — reviewYou review the tailored documents for Harnham
L5Deliver
Telegram notification → your decision → tracked on dashboard
JE
job-engine
bot · online
📋 Application ready

Head of Data — Harnham
London · £85-110k
Score: 0.82

✓ Research: 182-line briefing
✓ CV: tailored, all 4 audits passed
✓ Cover letter: research-informed
14:32
📄 View docs
✓ Submit
✏️ Edit
⏭ Skip
Pipeline Dashboard
Human gate — submitNever auto-submits. You own the last word.
03 — Real outputs

It actually works

Real artifacts from the pipeline. Redacted, but structurally intact.

L2 — Research Report
Company Intelligence Briefing
182 lines · 12 sources · fit score: 0.82
Founded: 2006 · Specialist data & analytics Revenue: £68.2M (2024, +12% YoY) Overall match: 0.82 Strengths: BI platform leadership, governance
L4 — Discovery Digest
Daily Pipeline Output
847 scanned → 6 scored ≥ 0.7
Scanned: 847 · Dedup: 312 · Filter: 44 · Match: 6 ▸ Head of Data — Harnham (0.82) ▸ Dir. Analytics — NHS Digital (0.79)
L3 — Generated CV
Tailored for Role
784 words · 50%+ bullets rewritten
# [Candidate] Head of Commercial Systems & MI Data leader with 8+ years in UK government, specialising in BI platform architecture…
L3 — Quality Audit
Four-Lens Review
4 lenses · all PASS
Hiring Manager: PASS · 78% quantified · 92% keywords Technical: PASS · stack alignment strong AI Detection: PASS · 0 em-dashes
04 — Architecture

Five layers, each with
a single responsibility

L1
Professional Library
+

Structured, queryable knowledge base. Ten JSON files — skills, experience, achievements, education, narrative — each with strict Zod schemas.

JSON SchemaZodSTAR decomposition
L2
Research Engine
+

Multi-turn AI agent loop producing company intelligence briefings. 30–40 reasoning steps per run across 8+ MCP sources.

ClaudeExaTavilyCompanies HouseBuiltWith
L3
Generation Engine
+

Three-phase pipeline: content selection, parallel generation, multi-perspective audit. Zero tools, single-turn, deterministic.

AI SDKgenerateText()ZodOffice-Word
L4
Discovery Engine
+

Daily cron pipeline scanning four boards. Normalises, deduplicates, pre-filters, then scores via LLM.

ReedAdzunaHimalayasJobicy
L5
Orchestration Engine
+

Event-driven Telegram bot tying layers together. Background workers, PID tracking, Cloudflare KV, React dashboard.

TelegramReactCloudflare PagesKV
05 — Stack
TypeScript
Claude
AI SDK v6
Zod
Vitest
Node.js 22
React
Vite
Tailwind
Cloudflare Pages
Cloudflare KV
Telegram Bot API
Reed
Adzuna
Himalayas
Jobicy
Exa
Tavily
Companies House
BuiltWith
MCP
pnpm
Infrastructure
Runs autonomously on a Proxmox LXC container. Discovery cron at 7am weekdays. Telegram bot in tmux. No cloud compute bills.