EMMA'S STORY — THE RECRUITER

From a vague email
to the right hire.

Emma is a Senior Recruiter at Fractal. A job description with no salary, no remote policy, and no viable JD landed in her inbox on Monday morning. This is how Kyra changed her week.

E

Emma Wilson

Senior Recruiter, Fractal

JD → Search Mandate
Real Market Data
CV → RoleFit Story

MONDAY 9:14 AM

The email arrives.

Inbox — TechStart Ltd
S

Sarah Chen <sarah@techstart.io>

New role — Senior DevOps Engineer

Hi Emma,

We need a Senior DevOps Engineer ASAP. Attached is the JD. Let me know if you have questions — but I'm pretty slammed this week.

Thanks, Sarah

Senior_DevOps_JD.pdf

😰 Emma's immediate thoughts

  • "No salary. Candidates will ask me in the first 30 seconds."
  • "Remote or office? No idea."
  • "What's the team structure? Who does this person report to?"
  • "If I email Sarah for clarification, she won't reply for days."

The old way

  • → Email HM with 10 questions
  • → Wait 3–5 days for partial answers
  • → Start sourcing anyway, guessing
  • → Submit candidates who don't fit
  • → Get rejected for reasons never mentioned

Emma uploads the JD — Kyra accepts anything

Not just PDFs. Screenshots, job post URLs, forwarded emails, even voice notes explaining the role.

📄 PDF / Word

🖼 Screenshot

🔗 Job Post URL

✉️ Email thread

💡 Optional: Upload a model candidate CV

Know someone who is "the perfect hire"? Upload their CV. Kyra will use it as a benchmark — telling you how the JD needs to change to attract candidates like them, and where future candidates fall short.

Upload model candidate CV (optional)
1

THE REALITY CHECK

Know exactly what's missing — instantly

Emma uploads the JD. Within seconds, Kyra tells her exactly what she's working with, what the market looks like, and whether this role is competitive.

4/10

Fields

Mandate Completeness

6 critical fields missing. Not ready to search.

67%

Moderate Competition

This role is moderately attractive as written. 27 competing ads in market.

Market Competitiveness Score

DE&I Analysis

  • "5+ years" may unnecessarily exclude career changers
  • No mention of flexible hours — may deter carers
  • No gendered language detected
  • No UK visa-restricted language

✓ What's there

Job Title & Company

Senior DevOps Engineer at TechStart Ltd

Location

London mentioned

Technical Stack

Kubernetes, AWS/GCP, Terraform, CI/CD

Experience Level

5+ years specified

✗ What's missing

Salary Range

Market median £115k. Without this you can't qualify anyone.

Remote / Hybrid Policy

Filters 50%+ of candidates. Undisclosed = you waste their time.

Visa Sponsorship

Many strong London DevOps engineers need sponsorship.

Team Structure

Vague — "works with engineering team" but no reporting line.

TechStart Ltd — Employer Value Proposition

via public sources + LLM

EVP Strength in London

3 / 5

Recent news to use

Series B announced (£40M, Dec 2024). Strong growth narrative for candidate outreach.

Glassdoor signal

3.8★ overall, engineering culture rated 4.1★. Mention leadership visibility in outreach.

Market Salary Data

via Adzuna API

£85k – £120k

142 current Senior DevOps postings in London

Without a range, you can't filter anyone. You'll spend hours on calls before finding out they expect £130k+.

Active Competition

via Adzuna API

27 roles

Similar DevOps roles posted in London, last 14 days

Top competitors offering fully remote + £120k. A complete, compelling mandate stands out. This one doesn't yet.

Kyra's verdict: Not ready to search

Missing salary, remote policy, and visa status — the three things every candidate asks in the first minute. Start sourcing now and you'll waste a week.

Action: Get these 3 answers from Sarah. Kyra can do it for you. Takes her 47 seconds.

2

THE CHASE

47 seconds instead of 5 days

Emma doesn't write a list of 10 questions to Sarah. She sends a Magic Link. Three targeted questions. No login. Sarah answers in under a minute from her phone.

Emma picks the channel:

To: Sarah Chen via Email

Hi Sarah,

I'm ready to go on the DevOps search. Just need 3 quick answers so I can find the right candidates — won't take a minute:

Complete your brief →

Takes less than a minute. No login needed.

— Emma

Sarah taps the link on her phone:

K
3 Quick Questions

For Senior DevOps Engineer at TechStart

No account needed

Voice Agent — Escalation Path

When email goes unanswered for 24h, Kyra's voice agent calls Sarah

Live call transcript — 1 min 12 sec

Kyra Voice Agent

"Hi Sarah, I'm Kyra — I'm helping Emma source for the Senior DevOps role at TechStart. I just need three quick answers about salary, location policy, and visa sponsorship. Do you have a moment?"

Sarah Chen

"Sure — budget is 85 to 110k, we're hybrid two days a week, and yes we can sponsor visas for the right person."

S

Kyra Voice Agent

"Perfect. I've captured all of that. I'll update the mandate now and Emma will be in touch with candidates shortly. Thanks, Sarah!"

Auto-extracted from conversation

Salary

£85,000 – £110,000

Location policy

Hybrid — 2 days/week

Visa sponsorship

Yes — for the right candidate

🎙 Voice transcribed by AI ✓ Mandate auto-updated Call logged: 1m 12s

Voice agent speaks in any language. If Sarah had answered in German, Kyra would have responded in German and extracted the same structured data.

Sarah responded in 2 hours

Mandate auto-updated. No follow-up needed.

Mandate Completeness

4/107/10

Kyra Insight — Market Lever

Sarah confirmed £85–110k. Market median is £115k. Raising the cap by £5k would expand your candidate pool by an estimated +18%.

Current reach+18% at £115k
3

THE ARSENAL

Everything Emma needs to source

The mandate is ready. Kyra generates the complete toolkit — not just a document, but the actual strings, messages, and questions Emma needs to go to market today.

Customisable per client

These 10 insight categories are configurable per client. Toggle off any that aren't relevant to your workflow.

1. Ideal Candidate Profile

Active

Senior/Staff DevOps in FinTech or scale-up. 5–9 yrs exp. Likely current title: Platform Engineer or SRE Lead. High K8s production ownership is the key signal — not just usage.

2. Salary & Availability

Active

Market median £115k. Your range covers ~60% of pool. Notice periods: 1–3 months typical. 15% passively open. Move fast on top quartile — Monzo is competing.

3. EVP & Company Strength

Active

Series B (£40M). Engineering culture 4.1★. Lead with greenfield infra scope and equity. Gap: salary vs. competitors. Mitigate with growth story and ownership narrative.

4. Market Overview

Active

27 competing DevOps ads live in London (14 days). FinTech hiring is hot post-rate-cut. Cloud infrastructure is board-level priority — candidates know their leverage.

5. DE&I Analysis

Active

⚠ "5+ years" wording may exclude career changers from adjacent fields. No flexible-hours mention limits parent/carer applicants. No gendered language detected. Legal: compliant for UK hiring.

6. Risk Review

Active

No IR35 status stated — required for UK contract roles. "Must have right to work in UK" phrasing is legally sound. Missing: Equality Act-compliant reasonable adjustments statement.

7. Target Companies

Active

Prime sourcing targets: Monzo (recent reorg — engineers unsettled), Wise (London office downsizing), Starling (Series D hiring freeze lifted). All have strong DevOps talent clusters.

8. Supply & Demand Score

Active

Competitiveness: 67%. 342 potential candidates in London market. 27 competing ads. Demand exceeds supply — this is a candidate's market. Speed matters.

9. Recruiter Gap Guide

Off for this client

Questions to probe during role brief (toggled off — client preference).

10. Interview Structure

Off for this client

Suggested interview panel, question banks, and scorecard (toggled off).

5 source outputs generated

📄 Job Advert

Ready to post on LinkedIn, Indeed, job boards

"Build the infrastructure that powers FinTech at scale. TechStart (Series B, £40M) is looking for a Senior DevOps Engineer to own our cloud platform from day one — Kubernetes, Terraform, AWS. Hybrid (2 days), £85–120k + equity…"

💬 Target Source Messaging

For Monzo employees specifically

"Hi [Name] — saw Monzo recently restructured and wanted to reach out. TechStart just raised Series B and is building its infra team from scratch — rare ownership opportunity. Our hybrid setup might suit too. Worth a chat?"

❓ Candidate Questions

For first screening call

  • "What's the largest K8s cluster you've managed solo?"
  • "Walk me through your most complex Terraform migration."
  • "How comfortable are you with an on-call rota — 1 in 4?"
  • "Where are you in your job search — other processes?"

🔍 Boolean String

LinkedIn Recruiter / X-Ray ready

("DevOps Engineer" OR "SRE" OR "Platform Engineer") AND ("Kubernetes" OR "K8s") AND "Terraform" AND ("AWS" OR "GCP") AND "London"

🤖 AI Sourcing Agent Prompt

For HireEZ, SeekOut, or Kyra's own sourcing agent

"Find Senior DevOps Engineers or SREs based in London (or within 30 miles). Must have: production Kubernetes experience with clusters of 50+ pods, Terraform in production, and either AWS or GCP. 5+ years total experience. Prefer candidates who have worked at FinTech companies. Current company should not be TechStart. Salary expectations in the £85k–£125k range. Prioritise candidates who have posted about cloud infrastructure in the last 6 months — signals active interest."
K

Search Mandate

Senior DevOps Engineer

Ready to Search
67%

Salary

£85–110k

Location

Hybrid 2d/wk

Visa

Yes ✓

Must-haves:

5+ yrs DevOps/SRE Kubernetes (production) Terraform AWS or GCP

Nice-to-haves:

FinTech background Team lead exp Security certs
4

THE MATCH

Candidates in, clarity out

Emma uploads 10 CVs. Kyra reads each one against the mandate, identifies gaps, auto-chases candidates for missing info, and tells Emma who to submit — and where they sit in the current pool.

Ready to Submit

3

Meet all must-haves. Submit to HM now.

JC

James Chen

7 yrs • K8s • Terraform

Top 15%
SM

Sarah Martinez

6 yrs • K8s • AWS

Top 22%
EW

Emma Williams

5 yrs • K8s • GCP

Top 38%

Need More Info

4

Kyra auto-collecting missing data from each.

Alex Kumar

Sent 2h ago

Asking: K8s cluster scale?

Maria Park

Replied ✓

Notice: 1 month — moving to Ready

Tom Hughes

Sent 1d ago

Asking: Visa status?

Don't Fit

3

Missing must-haves. Clear reason given.

Robert Park

Only 2 yrs exp (need 5+)

Dave Miller

No Kubernetes experience

Anna Lee

Expects £145k (budget £110k)

JC

James Chen

Ready Top 15% of pool

VP Engineering @ Revolut • 7 years DevOps

K
Kyra's reasoning LLM analysis

5+ years: Has 7 years, most recently leading platform engineering at Revolut.
Kubernetes: Managed EKS clusters with 200+ pods, led their full K8s migration.
Terraform: 3 years production, AWS Solutions Architect certified.
Salary: Expects £105k — within your £85–110k range.
Pool position: Based on 23 candidates assessed for this mandate so far, James is in the top 15%. Interview now — don't wait.

James has approved his RoleFit Story and consented to its submission. Verified 3 hours ago.

✓ 7 yrs DevOps ✓ K8s (200+ pods) ✓ Terraform ✓ £105k expected

Upload Interview Notes — James Chen

Integrated into candidate record

Emma uploads her notes after the screening call

🎙 Record a voice note

Speak your notes — Kyra transcribes and structures them

Type notes

Free text — Kyra extracts structured data

Upload document

PDF, Word, or screenshot of notes

Emma's voice note (47 sec) → structured insights

"Great call with James. Really knows his K8s — managed a 300-pod cluster at Revolut. Solid on Terraform, certified on AWS. Mentioned he's interviewing at Monzo but said TechStart's greenfield scope really appeals. He needs 2 months notice minimum. Came across well, confident without being arrogant. Recommend for HM interview."
K8s: confirmed 300-pod cluster (above JD requirement)
Notice period: 2 months minimum (updated in record)
Competing process: Monzo final round — act within 5 days
Recruiter recommendation: advance to HM interview

All notes + structured data written to James's candidate record and stored in the client ATS.

5

THE PITCH

Submit with a story, not just a CV

Emma doesn't forward a CV. She sends a RoleFit submission that connects James directly to what Sarah asked for. Kyra writes it. Emma looks like a star.

From: Emma Wilson via Kyra

Candidate Submission — Senior DevOps Engineer

TechStart Ltd

JC

James Chen

Top 15% of pool ✓ Approved by candidate

VP Engineering @ Revolut • 7 years DevOps

You need 5+ years and production Kubernetes — James has 7 years and managed 200+ pod clusters at Revolut. You need Terraform — he has 3 years and is AWS certified. Expects £105k, right in your budget. He's hybrid-flexible.

Notice

2 months

Salary Ask

£105k

Visa

Not needed

Note

Monzo final

If you pass, please select a reason so Emma can refine future submissions.

Sarah said yes in 3 hours

"Exactly what I asked for. Let's get him in."

ATS Write-back — James Chen · Candidate Record

Synced to Greenhouse

Everything generated during this process is written back to the client ATS — no manual entry, no copy-paste.

Original CV

james_chen_cv_2024.pdf · uploaded by Emma

✓ Stored

RoleFit Story

AI-generated · matched to Senior DevOps mandate #024

✓ Stored

Fit Assessment

Binary + narrative · Top 15% of pool · Recommend advance

✓ Stored

Interview Notes

Emma's voice note · transcribed + structured · 47 sec

✓ Stored

Candidate Consents

RoleFit Story approved · Distribution approved · GDPR consent on file

✓ Stored

HM Decision

Sarah Chen · Approved for interview · 3 hours after submission

✓ Stored

Every layer of this process is stored, auditable, and linked to the Search Mandate. Emma never has to manually update the ATS again.

6

THE ITERATION

When the market tells you something new

After the first batch of candidates, Kyra has more data. It surfaces a finding: the salary cap is cutting off the best-fit candidates. Emma can now go back to Sarah with evidence — not a hunch.

Kyra Insight — Based on 23 candidates

Of the 8 candidates who meet all technical requirements but were marked "don't fit", 6 of them expect £112–120k — just above your £110k cap. You're filtering out your best-fit candidates at the salary line.

Meets all must-haves 6 candidates
Blocked only by salary £112–120k ask
If cap raised to £120k +6 viable candidates

Kyra drafts the update request to Sarah:

"Hi Sarah — based on the candidates Kyra has assessed so far, 6 people who meet all your technical requirements have salary expectations just above £110k. If you can stretch the cap to £120k, you unlock 6 additional strong candidates. Shall I update the mandate and re-run?"

If Sarah approves, Kyra will:

  • → Update the mandate salary cap to £120k
  • → Re-assess all 23 candidates against new parameters
  • → Re-run the market competitiveness score
  • → Notify Emma of any status changes

Sarah approved in 18 minutes.

Mandate updated. 6 new candidates moved to Ready. Competitiveness score jumped to 84%.

Completeness

9/10

Competition

84%

Ready candidates

9

7

THE ACCOUNTABILITY

When feedback doesn't match the mandate

Sarah rejected a candidate for "not enough startup experience." But that wasn't in the mandate. Kyra flags it. Emma can ask the right question — and the mandate gets smarter.

Feedback doesn't match mandate

Sarah rejected Maria Park with reason: "Not enough startup experience."

The issue: Startup experience wasn't a requirement in the mandate. This is either:

  • • A new requirement — update mandate, re-evaluate other candidates
  • • A subjective preference — Sarah might reconsider if challenged

Kyra suggests Emma respond with:

"Is startup experience a must-have going forward? If so, I'll update the criteria and it'll affect other candidates too. Maria has 8 years at enterprise companies — would she be worth a chat if she's open to the pace?"

THE DASHBOARD

Emma's Pipeline at a Glance

All her mandates. Every status. Every blocker. Resolved in one view.

12

Active Mandates

4

Incomplete

3

Awaiting HM

5

Search Ready

8

Submitted

← Scroll to see all columns →

Incomplete
4
#0244/10

Senior DevOps Eng.

TechStart Ltd

#0233/10

Product Manager

Innovate Corp

#0225/10

Data Scientist

DataFlow Inc

Awaiting HM
3
#0207/10

Full Stack Dev

FinTech Pro

#0196/10

Sales Director

CloudFirst AG

Search Ready
5
#0179/10

VP Engineering

FinTech Pro

12 CVs • 3 ready

#0168/10

Senior Backend Eng.

StreamData

8 CVs • 2 ready

Submitted
3
#0123 sent

Staff Engineer

FinTech Pro

James C.✓ Interview
Sarah M.Pending
#0112 sent

Head of Product

StreamData

Emma W.✓ Interview
Tom H.✗ Rejected

⚠ Flag: reason unclear

K

From guessing to knowing.
Every single time.

Kyra doesn't predict the future. It makes sure everyone has the same information — so Emma can focus on what she's actually good at: placing people.

4 → 9

Mandate completeness after two HM interactions

47s

For HM to complete a brief vs. days of emails

84%

Final market competitiveness score after iteration