Intelligence / matching

Matching engine

model match-v4.2 · shipped 14 Jul 2026 · 48,912 matches served 7d · p95 620ms

LiveCandidate v4.3Shadow

Match → interview

18.4%

+2.1ptvs v4.1

Match → hire

2.1%

+0.4ptvs v4.1

Company accept rate

64%

+6pt30d

Candidate accept rate

71%

+3pt30d

p95 latency

620ms

−80ms7d

Hidden gems / 1k

24.6

+3.230d

Scoring weights

match-v4.2

Skills evidence32%

verified > claimed

Values & working style21%

Dot interview signals

Trajectory / potential18%

penalises CV gaps 0

Change needs 2 approvalsLast edit 14 Jul

Quality vs outcome

Score band → hire rate

Band	Matches	Ivd	Hired	Prec.
90–100	6,948	41%	7.4%	0.82
80–89	14,204	24%	2.9%	0.71
70–79	15,881	13%	1.1%	0.58

Score distribution

406080100

Shadow test — v4.3

12% traffic · day 6

Interview rate18.4%20.9%

Hire rate2.1%2.3%

Accept rate64%66%

p95 latency620ms705ms

Gem surfacing24.631.2

Ship gate: +1.5pt interview rateon track

Index & jobs

eu-west-2

Job	Queued	Rate/min	State	Started
Candidate embeddings	4,180	620	Running	09:12
Role embeddings	312	180	Running	09:31
Score refresh (design)	0	—	Idle	08:40

Workers 8 / 8Backlog clears ~14m

Fairness monitors

Bias & drift · 30d

Score parity — gender

0.96

Score parity — ethnicity

0.93

Score parity — age band

0.88

Non-Russell-group parity

0.99