AI matching engine · pgvector + your secure, trained AI

Recommendations you can defend.

Every recommendation arrives with a deterministic score, a vector-similarity profile, and a written explanation. Auto-approve anything ≥ 0.85 — review the rest.

Review queue

Maya Patterson → Marcus Webb

INTERNAL

Daniel Okonkwo → Pastor J. Rivera

EXTERNAL · MENTOR POOL

Olivia Reyes → Priya Rajan

INTERNAL

Hannah Berkowitz → Sarah Chen

INTERNAL

NEXT BATCH IN 6H

SOURCE · SEEKING MENTOR

Maya Patterson

Newly married · Hendersonville, TN

DISC · SCEnn · 9w1

MENTOR_MENTEE

TARGET · CONGREGANT

Marcus Webb

Empty nest · Hendersonville, TN

DISC · CDEnn · 5w6

COMPOSITE

AUTO-APPROVE

EXPLAINED BY YOUR SECURE, TRAINED AI · 1.2s

Shared teaching gift and a complementary planner/intuitor pairing. Marcus has mentored two prior pairings in your hospitality track. Friction risk: his Tuesday evenings are partially committed.

READY TO SEND OUTREACH

Score breakdown

5 DIMENSIONS · WEIGHTED

Spiritual gifts

94 × 25%

Personality

82 × 20%

Life stage

71 × 20%

Interests (semantic)

96 × 20%

Availability

88 × 15%

How this match was found

PIPELINE TRACE

Deterministic filter

4,280 members · 24,118 mentors

→ 127 candidates remain

Embedding search · pgvector

1536-dim semantic vectors · ivfflat index

→ top 50 by cosine

Weighted scoring

5 dimensions · tenant weights

→ top 10 ranked

AI explanation

your secure, trained AI · 200 tokens

→ why · why now · risks

Alternative candidates · top 5 scored

SEMANTIC + DETERMINISTIC

Candidate	Type	Cosine sim.	Composite	Top dimension
MW Marcus WebbHendersonville, TN	Internal · Member	0.872	0.91	Interests 0.96	Selected
AB Anita BrennanCompassion International	External · Mentor Pool	0.844	0.82	Interests 0.91
AB Andre BrooksHendersonville, TN	Internal · Member	0.819	0.79	Gifts 0.88
PT Pastor Tom WeiRedeemer Presbyterian, NYC	External · Mentor Pool	0.801	0.74	Life stage 0.86
PR Priya RajanMt. Juliet, TN	Internal · Member	0.788	0.71	Personality 0.84

Loading…

Candidate

Type

Cosine sim.

Composite

Top dimension

Marcus WebbHendersonville, TN

Internal · Member

0.872

0.91

Interests 0.96

Selected

Anita BrennanCompassion International

External · Mentor Pool

0.844

0.82

Interests 0.91

Andre BrooksHendersonville, TN

Internal · Member

0.819

0.79

Gifts 0.88

Pastor Tom WeiRedeemer Presbyterian, NYC

External · Mentor Pool

0.801

0.74

Life stage 0.86

Priya RajanMt. Juliet, TN

Internal · Member

0.788

0.71

Personality 0.84