Use cases

What teams typically ask us for

Every system is custom-built around the workflow you own, but these are the agents we ship most often. Each one runs against your real systems, governed by your policies.

Filter by team

Sales & RevOps

>

"deals stuck > 30 days"

8

deals · $1.2M

Pipeline insights agent

Reps ask "deals stuck > 30 days in proposal" in plain English, governed to what each rep can see.

Q3 commit

$4.2M

commit · 60%best · 25%pipe · 15%

2 reps slipped this week

Forecast & commit agent

Rolls up rep forecasts, flags slips against last week's commit, and gives the CRO a defensible call number.

Acme Corp · $185k

47d

Champ

M. Chen · 12d cold

Play

VP exec sponsor

Stuck deal recovery agent

Identifies deals slipping through the floor and drafts the right unstick play with champion mapping and next steps.

Discovery · 32 min

Stage

Discovery → Qualified

Next

Demo · Tue 2pm

Champion

Identified

Call to CRM agent

Meeting notes, next steps, and CRM updates written automatically after every call.

Closed lost · Q3 · 12 deals

Pricing

5

Comp · Acme

3

Missing feat

2

Timing

2

Lost deal review agent

Reads closed lost notes and call transcripts to surface the patterns: pricing, missing features, the same competitor showing up again.

A

Acme Corp

ARR

$48M

HC

320 · ↑ 18%

Stack

SF · Slack · GH

Account research agent

Pre meeting briefs that pull CRM, product usage, and public signals into a single page.

Proposal · v1

DRAFT

Acme · Engagement plan

Proposal drafting agent

Turns a discovery call and the customer's tech stack into a first draft proposal in the right format.

Customer Operations

Northwind Co

HIGH

Logins · wk

↓ 62%

Tickets · 30d

11

Renewal

47 days

Churn risk agent

Flags at risk accounts by cross referencing product usage, ticket sentiment, and renewal timing.

Renewal · Mar 14

$184k

Trending up · expansion ready

Renewal prep agent

Pulls the right account slices, usage trends, and open risks into a renewal brief, ready for the CSM to review.

Seat usage

UPSELL
50 seats96% used

Expansion opportunity agent

Surfaces upsell candidates from product usage and contract data, with the talking points drafted.

Vertex Inc

P1

Tickets · 7d

↑ 4×

Sentiment

↓ negative

Renewal

22 days

Support escalation agent

Watches ticket volume, sentiment, and exec involvement to flag accounts going sideways before the renewal call.

EBR · Acme · Mar

READY

Adoption

88% MAU

Value

$1.2M saved

Ask

+3 seats

EBR briefing agent

Pulls usage, value delivered, and expansion asks into an exec ready brief, customized for each customer's decision maker.

Onboarding · day 23

AT RISK

Kickoff

Integration

First value

Power user

Onboarding milestone agent

Tracks first 90 day milestones and flags accounts falling behind the activation curve before they fade.

Finance & Ops

Mar close

3/4

Bank rec

GL tie-out

Variance

Audit pkg

Monthly close agent

Ties out statements, flags breaks with proposed explanations, and produces the audit trail.

Mar · plan vs actual

Revenue

$4.8M

−2.4%

S&M

$1.1M

+7.8%

COGS

$1.7M

+2.4%

G&A

$0.6M

−1.1%

Forecast variance agent

Explains plan vs actual gaps line by line, with the operating drivers behind each variance ready for board commentary.

GL 5400 · marketing

$48k

$184k

+283%

Exception detection agent

Finds anomalies in the close, surfaces them to controllers with evidence and a suggested action.

AR aging · Mar

$920k

0–30d

$480k

31–60d

$220k

61–90d

$140k

90+d

$80k

AR & collections agent

Watches aging, drafts the right dunning sequence per account, and accelerates cash without burning customer goodwill.

Top vendors · Mar

AWS

$48,200

Datadog

$22,400

Snowflake

$18,700

Vendor spend agent

Cross references vendor invoices, contracts, and usage data to surface consolidation and renegotiation candidates.

Q4 hire plan

+10 HC

Eng +6

$720k

$4.2M

Sales +4

$480k

$2.8M

Burn impact

+$1.2M / yr

Headcount & comp agent

Models headcount and comp scenarios against plan, with the math and assumptions laid out for the leadership review.

MSA · Acme

Auto-renew

60d notice

Liability

12mo fees

MFN

Found · §4.2

Contract review agent

Extracts terms from vendor agreements and compares them against your negotiating playbook.

Client dinner · NYC

$458

Over policy · cap $250

Expense audit agent

Reviews expense submissions against policy, flags violations, and drafts the explanation ask to the submitter.

Engineering

P1

checkout · p99 ↑ 2.3×

Likely cause

db pool · pr #4821

Incident response agent

On call triage that reads logs, dashboards, and runbooks, proposes the likely cause, and drafts the postmortem.

PR #2842 · idempotency

+142−38

Tests cover happy path

Race in retry handler · L88

No exposed credentials

PR review agent

Reviews every PR for correctness, security, and test coverage gaps before a human reviewer ever sees it.

CRIT

CVE-2025-3412

log4j · reachable in 2 services

Patch PR #4923 ready

+3 in queue

Security triage agent

Reads CVE feeds and SAST output, ranks by reachable risk in your codebase, and opens the patch PR.

checkout · p99

2.3× SLO

200ms baseline

Drift since · PR #4892

SLO regression agent

Watches latency, error rate, and saturation against your SLOs and surfaces the diff that broke them.

Handoff · 9:00am

3 pages

P1 · checkout

resolved

Noise · db_pool

8 alerts · tune

Open · #244 RCA

in progress

On call handoff agent

Compiles the night's pages, the noisy alerts to tune, and the open threads into a handoff brief for the next shift.

billing/retry.py

print "retry: %d" % n
+print(f"retry: {n}")
+except Exception as e:

Legacy migration agent

Grinds through Python 2→3, framework upgrades, and the rewrite backlog that's been on the roadmap for years.

tests · billing

12/12

test_payment_retry

test_invalid_card

test_timeout_recovery

Test generation agent

Generates unit and integration tests from real usage patterns and merges them behind your CI gate.

Resource

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