Data collection workflow
Data Collection Workflow
Find Indian SaaS companies currently hiring Java backend developers. Include company name, role, location, required experience, salary if available, company size, and source.
Progress
100% Complete
Records
36 unique
Quality score
88 / 100
Status
Dataset Ready
AI understanding
Structured requirement breakdown before collection began
- Target
- Job openings
- Geography
- India
- Industry
- SaaS
- Constraint
- Java backend roles
- Required fields
- Company, Role, Location, Experience, Salary, Company Size, Source
- Freshness
- Listings active in the last 30 days
Collection blueprint
8-step workflow generated by the AI for this request
1.Discover relevant job listings and companies
9 permitted job boards and careers pages selected
2.Collect candidate records
47 candidate listings collected
3.Extract required fields
7 fields mapped per listing
4.Validate source evidence
Every value linked to a source snippet
5.Deduplicate records
Same role posted on multiple boards merged
6.Identify missing or conflicting information
Salary gaps and company size conflicts flagged
7.Perform targeted verification
Adaptive searches for missing salary evidence
8.Publish final dataset
Evidence-backed dataset with citations
Adaptive collection and deterministic qualification
Automated qualification validates each candidate record against hard constraints, recovers missing facts, and flags cross-source conflicts.
+10
Additional records verified
11
Duplicates removed
2
Conflicts detected
29 → 8
Incomplete records