TenderScope — AI-Assisted Procurement Intelligence Platform
A procurement intelligence workflow platform for Kosovo public procurement opportunities. TenderScope ingests tender notices, applies deterministic ranking, and uses AI for summaries, explanations, readiness checks, alerts, and operator decision support.
Context
Procurement teams monitor a continuous stream of public tender notices under tight deadlines, where a missed or mis-prioritized opportunity has a direct revenue cost. The volume makes manual triage inconsistent, but ranking decisions still need to be explainable.
Problem
Procurement teams face large volumes of opportunities with tight deadlines. Manual review is slow and inconsistent, and pure-LLM approaches are not trustworthy enough for ranking and decisions.
What was built / modernized
We combined deterministic ranking with AI assistance: opportunities are ingested and normalised, scored by transparent rules, and enriched with AI-generated summaries, readiness checks, and explanations. Operators work shortlists through a clear UI with alerts and action packs.
Workflow highlights
- Tender ingestion and normalization into a structured opportunity model
- Deterministic, transparent ranking rules — AI never owns the score
- AI-generated summaries, readiness checks, and explanations per opportunity
- Operator shortlists, deadline alerts, and action packs
Security, auditability & governance
- Deterministic ranking keeps every prioritization decision explainable and reviewable
- AI output is advisory — operators make the bid decision
- Scores, inputs, and rule versions are recorded for later review
AI-ready extension points
- Document extraction with validation over tender attachments
- Bid/no-bid recommendation drafts behind human approval gates
- Cross-tender requirement matching against company capability profiles
Value delivered
- Faster, more consistent opportunity triage
- Deterministic ranking keeps decisions explainable and auditable
- AI accelerates summaries and readiness without owning the decision
Technologies
- FastAPI
- PostgreSQL
- SQLAlchemy
- Alembic
- Next.js
- AI summaries
- Ranking
- Workflow automation
Relevant roles
- Python Backend Engineer
- AI Integration Engineer
- Full-Stack Engineer
Status & transparency
TenderScope is an internal product built and operated by Inovativi on Kosovo public procurement data. It is presented as platform experience, not as a confidential client engagement.
Next step
Discuss a similar project
We can adapt this pattern to your systems and provide the engineers to build it. Reach us at info@inovativi.com.