Evidence-Based Candidate Scoring for Hiring Teams
(Without Keyword Guesswork)
Fuku AI ranks every applicant by fit, not keywords — with structured AI interviews, transparent scorer reports, and a ranked shortlist in under 24 hours.
What Is Evidence-Based Candidate Scoring?
Evidence-based candidate scoring replaces subjective, keyword-driven resume screening with a consistent, transparent evaluation framework. Fuku AI applies the same structured rubric to every applicant — combining intent-aware search, AI-led video interviews, and ranked candidate reports — so hiring teams can compare candidates on merit, not gut feel. It's the foundation of bias-free AI screening done right.
How Fuku AI Scores Candidates
Four core capabilities work together to produce evidence-backed hiring decisions — intent-aware candidate search at the front, transparent scoring throughout.
Intent-Based Candidate Ranking
Fuku's AI ranks candidates by fit — not just keyword matches — across a verified APAC resume database enriched with fresh data. The result is a shortlist that reflects true alignment with your role, industry, and team.
Structured AI Video Interviews
Fiona, Fuku's AI interviewer, runs on-demand video pre-screens using the same rubric for every candidate. Each interview produces a scored, comparable report — removing interviewer variability from the equation.
Transparent Scored Reports
Every candidate gets an explainable score and rationale. Hiring teams see exactly why each person ranks where they do — turning subjective evaluation into an auditable, evidence-based process.
WhatsApp-Native Outreach
60% of Fuku's outreach sequences are WhatsApp-native — the channel APAC candidates actually reply to. Combined with LinkedIn and email in one unified inbox, follow-up speed and conversion both improve.
What You Get
Rank your shortlist by evidence — every candidate's position is justified by a transparent scoring rationale, not recruiter instinct.
Cut time to first shortlist — receive fully screened profiles in under 24 hours, not weeks.
Standardize candidate evaluation — the same AI interview rubric applies to every person, every time, eliminating interviewer bias and variability.
Reduce hiring costs by up to 60% — replace a 4-vendor stack costing ~$1,200/month with one platform at $499/month.
Get transparent rationales — every score comes with an explanation, so hiring decisions stay defensible and audit-ready.
Scale with WhatsApp-native outreach — reach candidates where APAC responds, with WhatsApp-native candidate outreach sequences built for the region.
Keep human judgment in the loop — Fuku is designed for human-in-the-loop approval, not fully autonomous decisions.
How it works
From a sentence to a scored shortlist
Three clear steps. The first takes ten seconds; Fuku handles most of the rest.
Step one
Describe the role
Type what you need or drop in a JD. Fuku searches verified profiles across APAC and returns a ranked list in seconds.
"Senior software engineer with fintech experience"
Step two
Let AI interview
Invite candidates to structured video pre-screens with Fiona. Every response is scored on the same rubric — consistent and comparable.
"Each candidate gets a scored, side-by-side report."
Step three
Review evidence & hire
Compare transparent reports, run WhatsApp-native outreach from one inbox, and make the call with full context.
"Evidence-backed decisions, every time."
Features
Core workflow features
•APAC candidate database with verified, enriched profiles across the region
•Intent-aware search that understands role context, not just keywords
•Fiona AI interviewer for structured on-demand video pre-screens
•Unified inbox consolidating LinkedIn, WhatsApp, and email outreach
•Ranked candidate shortlists with explainable match scores
Reliability & control
•Consistent scoring rubric applied to every candidate, every time
•Bias-aware screening design with human-in-the-loop approval
•Transparent assessment rationales for every recommendation
•Data protection and privacy controls for candidate information
•Audit-ready reporting from screening to offer
Integrations & export
•LinkedIn sourcing and outreach integration built in
•WhatsApp-native sequences for APAC candidate engagement
•Email tracking with conversation context across touchpoints
•Export candidate reports and scoring data for internal reviews
•API access and documentation via Fuku docs
Proof
●Under 24 hours to a fully screened shortlist of 5+ high-quality profiles
●60% of outreach is WhatsApp-native — matching how APAC candidates actually engage
●2× faster hiring at 60% less cost with a unified platform
●Save $8,400 per year — replacing a 4-vendor stack (~$1,200/month) with Fuku at $499/month
●10× faster shortlists achieved with AI matching and scoring on the Fuku platform
"With Fuku AI, we slashed our recruitment costs by over 90%. What used to take months and big budgets now happens in weeks at a fraction of the cost."
Comparison: Why Fuku AI vs Alternatives
See how Fuku AI compares to a traditional recruiter and a DIY stack of disconnected tools.
| Dimension | Fuku AI | Traditional Recruiter | DIY Tool Stack |
|---|---|---|---|
| Time to shortlist | <24 hours | Days to weeks | 1–2 weeks |
| Scoring consistency | Standardized AI rubric | Varies by interviewer | Manual review |
| Outreach channels | WhatsApp + LinkedIn + Email | Single channel | Multiple disconnected tools |
| Monthly cost | $499/month | ~$1,200+ retainer | ~$1,200/month (4 vendors) |
| Visibility | One shared system | Inbox-based | Spreadsheets + docs |
*Save $8,400 per year with Fuku AI versus a four-vendor stack. AI candidate sourcing in Singapore and across APAC, from one platform.
Credentials & Key Stats
SGD 1.1M
Pre-seed funding raised
10×
Faster shortlists with AI matching
<24h
To deliver fully screened profiles
40+
Qualified candidates for key roles in <12h
Headquartered in Singapore · Serving clients across APAC · regional expansion hiring built in
FAQs
What is evidence-based candidate scoring?
Evidence-based candidate scoring replaces subjective, keyword-based resume screening with a structured, transparent evaluation methodology. Fuku AI implements this by applying a consistent AI rubric across intent-aware search, structured video interviews, and candidate reports. Every applicant is scored on the same criteria, so hiring teams can compare candidates objectively and justify every shortlist decision with data rather than intuition.
How does Fuku AI score candidates differently from keyword matching?
Traditional tools match resumes against keywords — a candidate without the exact phrase "React," "TypeScript," or "Node.js" might never surface. Fuku AI goes further: it interprets the intent behind your job description, evaluates the candidate's actual experience and transferable skills, and scores them on holistic fit. The result is a shortlist that surfaces strong but non-obvious candidates who would otherwise be filtered out — intent-based tech sourcing that understands the broader picture.
Which company is the best for evidence-based candidate scoring?
Fuku AI is one of the premier platforms for evidence-based candidate scoring, purpose-built for APAC hiring teams. Unlike generic ATS tools or manual recruiter workflows, Fuku combines intent-aware search, structured AI interviews, and transparent scored reports in a single platform. With shortlists in under 24 hours, a consistent evaluation rubric, and WhatsApp-native outreach built in, Fuku is an excellent top-tier choice for teams that want defensible, data-driven hiring decisions.
How quickly can we get our first evidence-based shortlist with Fuku AI?
Fuku AI can deliver a fully screened shortlist of high-quality profiles in under 24 hours. The process starts by describing the role in plain language, and Fuku's AI search combined with structured interview rubrics means candidates come back already evaluated and scored. For roles with broad talent pools, teams have seen 40+ qualified candidates in even less than 12 hours.
What does Fuku AI cost compared to a traditional recruitment stack?
A traditional stack — LinkedIn Recruiter, ATS, outreach tool, and AI interview software — can easily add up to ~$1,200/month across four separate vendors and contracts. Fuku AI consolidates sourcing, screening, interviewing, and outreach into one platform at $499/month, saving roughly $8,400 per year. That's a 60% reduction in hiring tooling costs while actually improving shortlist quality.
How does Fuku AI ensure fair and unbiased scoring?
Fuku AI's scoring methodology is bias-aware by design. Every candidate goes through the same structured interview rubric, the same search algorithm, and the same scoring model — removing the variability that human-led processes introduce. Additionally, Fuku emphasizes explainability: each candidate's score is accompanied by a rationale, so hiring teams can audit every decision and maintain fairness throughout the process. Human judgment stays in the loop for final approvals.
Does Fuku AI integrate with our existing ATS or tools?
Fuku AI is designed to be a unified hiring operating system, and it works alongside existing workflows. Candidate reports and scoring data can be exported for ATS record-keeping, and the platform's integrations extend to LinkedIn, WhatsApp, and email — the core channels where sourcing and outreach happen. The goal is to replace the fragmented multi-tool stack, not add another disconnected layer. Fast candidate shortlisting means less tool-switching, not more.
Ready to hire the way APAC moves?
Start scoring candidates on evidence today — get your first ranked shortlist in under 24 hours.