Flagship Product · Built for Staffing & HR

CAM Systems — applicant management that actually ships.

CAM stands for Central Applicant Management — one system built for staffing firms and HR teams that turns the highest-friction part of hiring into deployed, authenticated software. Ranked, explainable matches in seconds, integrated with the tools your team already runs.

cam.sogdia.ai — Requisition #4471

Senior Process Engineer

18 candidates ranked
Candidate A·1182
12 yrs · chemical processing · PE licensed
94
Candidate A·0937
9 yrs · manufacturing · Six Sigma
88
Candidate A·1245
6 yrs · process design · relocating
71
Screening complete 2.4s · 240 resumes processed
What CAM stands for Central Applicant Management Systems
C
Central
One authenticated home for every requisition, candidate, and stage — not scattered across inboxes and spreadsheets.
A
Applicant
Built around the people moving through your pipeline — ingested, screened, and ranked with explainable scoring.
M
Management
Deployed software your team operates day to day — integrated with the tools they already use.
01 — The gap

Staffing firms are sold AI strategy. Almost none get AI that works.

Big firms quote six figures and hand back a roadmap. CAM Systems works the other way around — fixed scope, fixed price, and a system running in production when we're done.

The usual way

  • $100K+ engagements that end in a PDF
  • Pilots that never reach a real recruiter
  • Authentication and integration left "for later"
  • Months of discovery before a line of code
  • Generic platforms that fit no one's workflow

The Sogdia way

  • Fixed-scope builds from ~$35K — no surprises
  • Deployed, authenticated, integrated on delivery
  • Built into the systems your team already uses
  • A working prototype inside the first sprint
  • A custom system shaped to one real workflow
02 — Capability

What CAM Systems does

Every part of the system ends the same way: something your recruiters can log into tomorrow morning and trust.

/ 01

Intelligent matching

Candidates scored and ranked against each open requisition in seconds — with the reasoning behind every match surfaced, not hidden.

/ 02

Automated screening

High-volume resume review compressed from hours of manual reading into a working pipeline that runs on its own schedule.

/ 03

Pipeline portals

Authenticated applicant and admin portals — file storage, role-based access, candidate stages — wired into your existing site.

03 — The route

How a build travels

We move capability in deliberate, marked stages — from a vague ambition to a system your firm runs on.

STAGE 01

Discovery Sprint

A focused, paid sprint that turns a vague ambition into a precise, fixed-scope spec. You leave with a buildable plan whether or not you continue.

STAGE 02

The Build

A working prototype in the first sprint, then iterative delivery toward a deployed, authenticated, integrated system — typically six weeks end to end.

STAGE 03

Operate & Refine

Month one of live operation is included. After that it converts to a light retainer — monitoring, tuning, and new capability as you grow.

04 — Proof

Shipped, not theorized

“We replaced an afternoon of manual resume review with a match score in seconds — and it lives right inside the site our recruiters already use every day.”
Normann Staffing — AI Resume Screener & Applicant Portal
<10s
to score a resume against a job description
2
portals delivered — applicant & admin
1
existing website, seamlessly integrated
05 — The numbers

What would CAM Systems actually save you?

Enter a few numbers about your staffing firm. Your projected return updates the moment you do.

Your operation

Type in figures that roughly match your firm.
people
Team members who screen and process candidates.
hrs / week
Resume review, matching, data entry, status updates.
$ / hour
Salary + benefits + overhead, per working hour.
"Typical" reflects what CAM Systems removes from manual work.
Fixed-scope, deployed and integrated. First month of operation included.
$ / month
Monitoring, tuning, and new capability. Enter 0 to model build-only.
Net savings — first 12 months
$0
after the build investment and retainer are paid back
Hours reclaimed / year
0
Equivalent full-time roles
0
Annual labor cost removed
$0
Payback period
0 mo

Annual cost of screening — before vs. after

Today — fully manual$0
With CAM Systems — residual work + retainer$0

Estimates are illustrative and based on the inputs you provide. Actual results depend on workflow complexity, data quality, and adoption. CAM Systems builds are fixed-scope — your real numbers are confirmed during the Discovery Sprint.

Bring CAM Systems into your hiring workflow.

A 30-minute working session — your bottleneck, and exactly what we'd build to remove it.

Book a demo →