Quick wins
For teams that want a real production win before they commit to a full sprint. Real cost ranges, real timelines, and what each one actually delivers when shipped.
End-of-shift one-pager generated from operator logs, machine state, open incidents. Zero risk — read-only, draft-then-approve. Often the wedge into a multi-agent build.
Timeline
1–2 weeks
Cost envelope
$8–15K
Best fit
Manufacturing · Logistics
Measurable outcome: 20–30 min saved per shift change. Three shifts a day, three shifts a day for a year = 300+ supervisor hours.
Classifies inbound email into routing buckets, drafts a first response for the human to review, attaches relevant CRM context. Lives in Gmail / Outlook as an extension.
Timeline
1 week
Cost envelope
$6–12K
Best fit
B2B SaaS · Professional services
Measurable outcome: Sales/support inbox triage time cut 70–90%. Response speed shifts from hours to minutes.
From a call transcript or recording, produces summary + action items + decision log. Posts to Slack/Linear with proper @-mentions.
Timeline
5–8 days
Cost envelope
$5–10K
Best fit
All
Measurable outcome: 30+ minutes of post-meeting writeup → 2 minutes of human review. Comfort for executive review.
Reads incoming PDFs (invoices, contracts, support attachments), routes to the right team / folder / system, extracts top-3 fields for indexing.
Timeline
1–2 weeks
Cost envelope
$8–15K
Best fit
Finance · Logistics · Legal
Measurable outcome: Inbox sorting overhead drops to near-zero. Mis-routing rate measurable and improvable.
Quick answer-from-FAQ-only chatbot. Not RAG over your full docs — just the top 50 FAQs cleanly authored. Surprisingly effective and ships in days.
Timeline
1–2 weeks
Cost envelope
$7–14K
Best fit
E-commerce · B2B SaaS
Measurable outcome: 10–30% deflection on tier-1 questions. Proves the pattern before investing in full RAG.
Pull commits, PRs, Linear updates, calendar — produce a daily standup digest per engineer + a team rollup. Posted to Slack at the right hour per timezone.
Timeline
3–5 days
Cost envelope
$3–6K
Best fit
Engineering teams
Measurable outcome: Skip the synchronous standup. Catches blockers earlier. Especially useful for async teams.
When an inbound lead lands, enriches with public data + writes a 3-line briefing for the SDR. The SDR walks into every call already knowing the context.
Timeline
1 week
Cost envelope
$5–10K
Best fit
B2B SaaS · Professional services
Measurable outcome: 20+ min of SDR research per lead → 0. Time-to-first-touch dramatic improvement.
Tier-1 hybrid search across your internal corpus. Citation-required. No fancy chat UI — clean search-with-summary that beats Notion's native search by a wide margin.
Timeline
1–2 weeks
Cost envelope
$10–18K
Best fit
Knowledge-heavy orgs
Measurable outcome: Knowledge worker minutes-to-answer drops sharply. Onboarding ramp time follows.
20-min call. We'll point at the one that gives you the highest confidence first win — even if you'd never have thought of it.
