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M
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e
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u
M
M
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Painted atmosphere behind the page opening

QUESTIONS · LIVE · REPORTS

Run the call. Debrief writes the report.

Debrief joins your calls, tracks your questions live, and sends a report in the same format every time. You see what you missed while you can still ask.

40+

CALLS DEBRIEFED

6

SAVED PER CALL

240 ms

REPORT AFTER CALL ENDS

1M tokens

FREE TRIAL

POST

/v1/chat

policy: cheapest above 0.90

REQUEST

{
  “model”: “plinth-route-v2”,
  “messages”: [{
    “role”: “user”,
    “content”: “Summarise
      this contract.”
  }]
}

ROUTER

atlas-70b

0.96

over budget

atlas-8b

0.94

picked

orbit-mini

0.91

slower p95

vela-vision

0.88

below floor

Scored on your own eval history, not a leaderboard.

RESPONSE

200

240 ms

$0.0004

Auto-renews 1 March unless either party gives 60 days notice. Liability is capped at fees paid in the prior 12 months.

trace

t_9f3ac210

Painted atmosphere behind the page opening

QUESTIONS · LIVE · REPORTS

Run the call. Debrief writes the report.

Debrief joins your calls, tracks your questions live, and sends a report in the same format every time. You see what you missed while you can still ask.

40+

CALLS DEBRIEFED

6

SAVED PER CALL

240 ms

REPORT AFTER CALL ENDS

1M tokens

FREE TRIAL

POST

/v1/chat

policy: cheapest above 0.90

REQUEST

{
  “model”: “plinth-route-v2”,
  “messages”: [{
    “role”: “user”,
    “content”: “Summarise
      this contract.”
  }]
}

ROUTER

atlas-70b

0.96

over budget

atlas-8b

0.94

picked

orbit-mini

0.91

slower p95

vela-vision

0.88

below floor

Scored on your own eval history, not a leaderboard.

RESPONSE

200

240 ms

$0.0004

Auto-renews 1 March unless either party gives 60 days notice. Liability is capped at fees paid in the prior 12 months.

trace

t_9f3ac210

Halyard

71%

Cut from extraction cost

Halyard

71%

Cut from extraction cost

Fernbank

780 ms

p95 latency, down from 4.1 s

Fernbank

780 ms

p95 latency, down from 4.1 s


Kestrel

2.1M

SKUs classified in nine days


Kestrel

2.1M

SKUs classified in nine days

Tessera

6 weeks

Prototype to production

Tessera

6 weeks

Prototype to production

Illustrative figures. Replace with your own.

In production at

Halyard

Fernbank

Corvid Labs

Tessera

Kestrel

Portside

Anvil Works

Sable

Ridgeway

Marlowe

Bracken

Windrow

Alder

Thornbury

Quarry

Lowell

Kelvin

Northgate

Pemberton

Larkspur

Ashcroft

Dunmore

Selby

Wexford

Halyard

Fernbank

Corvid Labs

Tessera

Kestrel

Portside

Anvil Works

Sable

Ridgeway

Marlowe

Bracken

Windrow

Alder

Thornbury

Quarry

Lowell

Kelvin

Northgate

Pemberton

Larkspur

Ashcroft

Dunmore

Selby

Wexford

Halyard

Fernbank

Corvid Labs

Tessera

Kestrel

Portside

Anvil Works

Sable

Ridgeway

Marlowe

Bracken

Windrow

Alder

Thornbury

Quarry

Lowell

Kelvin

Northgate

Pemberton

Larkspur

Ashcroft

Dunmore

Selby

Wexford

340+ teams

340+ teams

route production traffic through Plinth. Illustrative figure, replace with your own.

route production traffic through Plinth. Illustrative figure, replace with your own.

The problem

Replace the notepad, the recording and the spreadsheet.

Most teams record in one tool, take notes in another and compare in a spreadsheet. Then a hire or a deal goes wrong and nobody can show what was said. Debrief is all three, built from one transcript.

The stitched stack

DEBRIEF AI

Tools to manage

Tools to manage

Recorder, notes, spreadsheet

Recorder, notes, spreadsheet

One

One

Capturing answers

Capturing answers

Typed mid-call, half missed

Typed mid-call, half missed

Tracked live against your questions

Tracked live against your questions

A missed question

A missed question

Found out after the call

Found out after the call

Flagged while you’re still on it

Flagged while you’re still on it

The write-up

The write-up

Your evening

Your evening

Ready when the call ends

Ready when the call ends

Comparing calls

Comparing calls

Three formats to decode

Three formats to decode

One format, side by side

One format, side by side

Finding what was said

Finding what was said

Scrub the recording

Scrub the recording

Search the transcript

Search the transcript

QUESTIONS

Your questions run the call.

Pick a template or write your own. Add the targets you need to hit: budget, notice period, decision-maker, whatever matters. Debrief tracks each one as the conversation moves, in any order.

Pick a template or write your own. Add the targets you need to hit: budget, notice period, decision-maker, whatever matters. Debrief tracks each one as the conversation moves, in any order.

Templates for interviews, discovery calls and demos. Edit any of them.

Templates for interviews, discovery calls and demos. Edit any of them.

Mark each target as must-have or nice-to-have.

Mark each target as must-have or nice-to-have.

Questions tick off on their own, even when asked out of order.

Questions tick off on their own, even when asked out of order.

Share one question set across your whole team.

Share one question set across your whole team.

Routes

/extract

active

Routing policy

cheapest above 0.94

route:

/extract

policy:

cheapest_above

threshold:

0.94

latency_budget_ms:

800

eligible:

- atlas-8b

- atlas-70b

- orbit-pro

failover:

true

MODEL

COST

P50

EVAL

ELIGIBLE

atlas-8b

$0.60/M

180 ms

0.95

yes

atlas-70b

$3.40/M

410 ms

0.97

yes

orbit-pro

$2.90/M

520 ms

0.96

yes

orbit-mini

$0.55/M

140 ms

0.86

below bar

Routes

/extract

active

Routing policy

cheapest above 0.94

route:

/extract

policy:

cheapest_above

threshold:

0.94

latency_budget_ms:

800

eligible:

- atlas-8b

- atlas-70b

- orbit-pro

failover:

true

MODEL

COST

P50

EVAL

ELIGIBLE

atlas-8b

$0.60/M

180 ms

0.95

yes

atlas-70b

$3.40/M

410 ms

0.97

yes

orbit-pro

$2.90/M

520 ms

0.96

yes

orbit-mini

$0.55/M

140 ms

0.86

below bar

Evals

contracts.yaml

run #1,204

▲ Gate failed. Score dropped 0.05 from the previous run.

0.87

threshold 0.92 · 340 cases

CASE

GRADER

EXPECTED

SCORE

bol-0042

schema

valid

1.00

bol-0117

similarity

≥ 0.90

0.71

bol-0203

exact

MAERSK

1.00

bol-0288

rubric

≥ 0.85

0.63

bol-0341

schema

valid

1.00

The change that caused it: one word in the system prompt.

Evals

contracts.yaml

run #1,204

▲ Gate failed. Score dropped 0.05 from the previous run.

0.87

threshold 0.92 · 340 cases

CASE

GRADER

EXPECTED

SCORE

bol-0042

schema

valid

1.00

bol-0117

similarity

≥ 0.90

0.71

bol-0203

exact

MAERSK

1.00

bol-0288

rubric

≥ 0.85

0.63

bol-0341

schema

valid

1.00

The change that caused it: one word in the system prompt.

LIVE

The question you didn’t ask.

Debrief follows the transcript as you talk and checks it against your targets. If budget hasn’t come up with ten minutes left, you see it. The gap closes before the call does.

Debrief follows the transcript as you talk and checks it against your targets. If budget hasn’t come up with ten minutes left, you see it. The gap closes before the call does.

Live transcript, searchable afterwards.

Live transcript, searchable afterwards.

Each target shown as covered, partly covered or missed.

Each target shown as covered, partly covered or missed.

Open targets are visible only to you.

Open targets are visible only to you.

Jump from any answer to the moment it was said.

Jump from any answer to the moment it was said.

REPORTS

Every call, written up.

Each report is built from the transcript and your question set: answers, targets hit and missed, key quotes and a short summary. Same format every call, so any two are comparable. Filter by role, person or stage.

Each report is built from the transcript and your question set: answers, targets hit and missed, key quotes and a short summary. Same format every call, so any two are comparable. Filter by role, person or stage.

Answers laid out per question, with the quote behind each.

Answers laid out per question, with the quote behind each.

Compare candidates or deals side by side.

Compare candidates or deals side by side.

Send reports to your CRM or ATS, or share a link.

Send reports to your CRM or ATS, or share a link.

Edit before you share

Edit before you share

Usage

August 2026

month to date

Spend by route

$20,600

/extract

$14,200

/summarise

$4,100

/classify

$1,600

other

$700

By model

share of spend

atlas-8b

61%

3.1M calls

atlas-70b

29%

412K calls

orbit-mini

8%

890K calls

orbit-pro

2%

31K calls

Usage

August 2026

month to date

Spend by route

$20,600

/extract

$14,200

/summarise

$4,100

/classify

$1,600

other

$700

By model

share of spend

atlas-8b

61%

3.1M calls

atlas-70b

29%

412K calls

orbit-mini

8%

890K calls

orbit-pro

2%

31K calls

HOW IT WORKS

What actually happens to a call.

Six steps, and the only one we add latency to is measured in single-digit milliseconds.

01

Set up

Pick a template, or write your own questions and targets.

02

Join

Debrief sees the call on your Google Calendar and joins on Zoom.

03

Transcribe

The conversation is transcribed live as it happens.

04

Check

Each answer is matched to your questions and targets as it’s said.

05

Report

When the call ends, the report is built and sent to you.

06

Keep

The transcript and report are saved to your workspace under your retention settings.

01

Set up

Pick a template, or write your own questions and targets.

02

Join

Debrief sees the call on your Google Calendar and joins on Zoom.

03

Transcribe

The conversation is transcribed live as it happens.

04

Check

Each answer is matched to your questions and targets as it’s said.

05

Report

When the call ends, the report is built and sent to you.

06

Keep

The transcript and report are saved to your workspace under your retention settings.

01

Set up

Pick a template, or write your own questions and targets.

02

Join

Debrief sees the call on your Google Calendar and joins on Zoom.

03

Transcribe

The conversation is transcribed live as it happens.

04

Check

Each answer is matched to your questions and targets as it’s said.

05

Report

When the call ends, the report is built and sent to you.

06

Keep

The transcript and report are saved to your workspace under your retention settings.

BUILT FOR

Four teams, one integration.

The reason people pick Debrief changes depending on who’s asking. Here’s the honest version for each.

Recruiters

Hiring managers

Sales teams

Client-facing firms

Interview more.
Type less.

WHY THEY PICK DEBRIEF

You run six screens a day and every client wants a write-up. Debrief asks every candidate the same questions and hands you the report. Nothing to type up, nothing to forget.

WHAT CHANGES

The write-up stops being a second job. You send the client a report that looks the same for every candidate.

Evals

contracts.yaml

CI

▲ Gate failed. Score dropped 0.05 from the previous run.

0.87

threshold 0.92 · 340 cases

CASE

GRADER

EXPECTED

SCORE

bol-0042

schema

valid

1.00

bol-0117

similarity

≥ 0.90

0.71

bol-0288

rubric

≥ 0.85

0.63

bol-0341

schema

valid

1.00

COMPARE

Pick a candidate on evidence, not gut feel.

The same questions, asked of every candidate and laid out side by side. Sort by the targets that matter to you. Change your mind the moment the answers do.

CANDIDATE

CALL

TARGETS HIT

QUOTA

NOTICE

SALARY ASK

n/a

n/a

6 of 6

6 of 6

100%+

100%+

8 wks max

8 wks max

£65K max

£65K max

Candidate 01

Candidate 01

31 min

31 min

5 of 6

5 of 6

112%

112%

410 ms

410 ms

not asked

not asked

Candidate 02

Candidate 02

28 min

28 min

6 of 6

6 of 6

104%

104%

180 ms

180 ms

£62K

£62K

Candidate 03

Candidate 03

35 min

35 min

5 of 6

5 of 6

96%

96%

520 ms

520 ms

£70K

£70K

Candidate 04

Candidate 04

22 min

22 min

4 of 6

4 of 6

119%

119%

140 ms

140 ms

£60K

£60K

Candidate 05

Candidate 05

40 min

40 min

5 of 6

5 of 6

86%

86%

690 ms

690 ms

£58K

£58K

Candidate 06

Candidate 06

30 min

30 min

6 of 6

6 of 6

108%

108%

40 ms

40 ms

£64K

£64K

Illustrative data. Replace with your own.

TRUST

What happens to your calls, in plain English.

No jargon and no fine print buried in a PDF. Here’s exactly what we do.

01

We transcribe it

Debrief listens to the call and writes it down as it happens.


02

We build your report

Your answers, your targets, your format. Nothing else is added.

03

We keep it as long as you say

You set the retention. You can delete any call at any time.

04

We never train on it

Your calls aren’t used to train any model, ours or a provider’s.

TRUST

What happens to your calls, in plain English.

No jargon and no fine print buried in a PDF. Here’s exactly what we do.

01

We transcribe it

Debrief listens to the call and writes it down as it happens.


02

We build your report

Your answers, your targets, your format. Nothing else is added.

03

We keep it as long as you say

You set the retention. You can delete any call at any time.

04

We never train on it

Your calls aren’t used to train any model, ours or a provider’s.

“

Notes were always the weak link. Debrief lets you give the call your full attention, and the write-up takes care of itself.

Notes were always the weak link. Debrief lets you give the call your full attention, and the write-up takes care of itself.

PA

Joshua Amegashitsi

FOUNDER, DEBRIEF.AI

“

Notes were always the weak link. Debrief lets you give the call your full attention, and the write-up takes care of itself.

PA

Joshua Amegashitsi

FOUNDER, DEBRIEF.AI

USE CASES

Five kinds of call. One report.

Whatever the call is, Debrief tracks your questions and hands you the same structured report.

Recruitment

First-round screens

Every candidate gets the same questions, and every client gets the same report.

71%

Lower cost

$20,600

From $71,000

94.3

Accuracy, up from 94.1

Recruitment

First-round screens

Every candidate gets the same questions, and every client gets the same report.

71%

Lower cost

$20,600

From $71,000

94.3

Accuracy, up from 94.1

Fernbank

Fintech

p95 from 4.1 s to 780 ms

“Our p95 was a support problem long before it was an engineering problem.”

Tomás Berger, Fernbank

Fernbank

Fintech

p95 from 4.1 s to 780 ms

“Our p95 was a support problem long before it was an engineering problem.”

Tomás Berger, Fernbank

Corvid Labs

Caught a 12% quality drop before release

340

Golden cases

Corvid Labs

Caught a 12% quality drop before release

340

Golden cases

Tessera

Healthcare

Compliance review usually kills projects. This one it only slowed down.

6 weeks

Not seven months

0 day

Retention

Tessera

Healthcare

Compliance review usually kills projects. This one it only slowed down.

6 weeks

Not seven months

0 day

Retention

Kestrel

Commerce

2.1M SKUs in nine days

$18,400

From $61,000 projected

40M

Tokens a day

Kestrel

Commerce

2.1M SKUs in nine days

$18,400

From $61,000 projected

40M

Tokens a day

Integrations

Connect your calendar. Keep your workflow.

Debrief joins your calls on Zoom and reads your Google Calendar. Reports go to the tools your team already uses

ZM

Zoom

GC

Google Calendar

GM

Google Meet

MT

Microsoft Teams

OC

Outlook Calendar

SL

Salesforce

Quickstart

Your first report is one call away.

Four steps, and the last one is reading what just happened.

01

Connect your calendar

Connect your calendar

Sign in with Google. Debrief sees your upcoming calls.

Sign in with Google. Debrief sees your upcoming calls.

02

Pick a template

Pick a template

Start from an interview or sales template, or write your own questions and targets.

Start from an interview or sales template, or write your own questions and targets.

03

Take a call

Take a call

Debrief joins on Zoom and tracks your questions live.

Debrief joins on Zoom and tracks your questions live.

04

Read the report

Read the report

It’s in your workspace when the call ends, with answers, targets and the transcript.

It’s in your workspace when the call ends, with answers, targets and the transcript.

from plinth import Plinth

client = Plinth()
reply = client.chat(
model=“plinth-route-v2”,
messages=[{“role”: “user”, “content”: “Hello”}],
)

# trace_id is on the response

from plinth import Plinth

client = Plinth()
reply = client.chat(
model=“plinth-route-v2”,
messages=[{“role”: “user”, “content”: “Hello”}],
)

# trace_id is on the response

BEFORE, DURING, AFTER

What a call looks like.

Three stages, and you only do one of them. See how it works in the quickstart above.

Three stages, and you only do one of them. See how it works in the quickstart above.

01

01

BEFORE THE CALL

SET UP

Pick your questions once

Pick your questions once

Choose an interview or sales template, or write your own. Add the targets you need to hit. Every call after this starts ready.

Choose an interview or sales template, or write your own. Add the targets you need to hit. Every call after this starts ready.

YOUR NEXT CALL

02

02

DURING THE CALL

LIVE

See what you’ve covered

See what you’ve covered

Debrief joins on Zoom and tracks your questions as they’re answered. Anything still open shows up while you can still ask.

Debrief joins on Zoom and tracks your questions as they’re answered. Anything still open shows up while you can still ask.

WHEN IT ENDS

03

03

WHEN IT ENDS

REPORT

The write-up is done

The write-up is done

Answers, targets hit and missed, and the transcript, in the same format every time. Send it on as it is.

Answers, targets hit and missed, and the transcript, in the same format every time. Send it on as it is.

Questions

The ones that come up first.

Still stuck? Talk to us and a person answers.

Still stuck? Talk to us and a person answers.

Does everyone on the call know it’s being recorded?

Debrief joins as a visible participant, so everyone can see it’s there.

What is Debrief?

How long does setup take?

Can I use my own questions?

How does live tracking work?

Your next call, written up for you.

Start your free trial and run your next call through Debrief. Keep it if the reports are worth it.

Your next call, written up for you.

Start your free trial and run your next call through Debrief. Keep it if the reports are worth it.

Ready to start?

Get in touch

Whether you have questions or just want to explore options, we’re here.

By submitting, you agree to our Terms and Privacy Policy.

We are Based in London

Soft abstract gradient with white light transitioning into purple, blue, and orange hues

Ready to start?

Get in touch

Whether you have questions or just want to explore options, we’re here.

By submitting, you agree to our Terms and Privacy Policy.

We are Based in London

Soft abstract gradient with white light transitioning into purple, blue, and orange hues

Ready to start?

Get in touch

Whether you have questions or just want to explore options, we’re here.

By submitting, you agree to our Terms and Privacy Policy.

We are Based in London

Soft abstract gradient with white light transitioning into purple, blue, and orange hues