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Articles

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Practical guides, original research and benchmarks to help you choose, build and improve AI agents for your business.

Account research map with stakeholder and company briefing cards
Sales

Top 5 AI agents for sales reps preparing for a big account

Choose preparation agents that resolve what you still need to know: company context, decision-makers, discovery questions, demonstration scope or objections. Start with the biggest evidence gap before an important meeting, keeping assumptions separate from confirmed buyer facts.

· 4 min readRead article
Side-by-side wireframes comparing record cleanup with account research
Sales

CRM hygiene agents vs account research agents: which should you build first?

Start with CRM hygiene when unreliable opportunity records obstruct decisions. Choose account research when records are usable but preparing relevant conversations takes repeated effort. Forecast reconciliation becomes useful when the underlying deal information can be trusted.

· 4 min readRead article
Product launch wireframe with a central product stage and readiness checklist
Marketing

Top 5 AI agents for planning a product launch

Use product-launch agents to ground positioning, coordinate the campaign, plan creative tests, verify measurement and prepare customer education. Start with the decision that lacks evidence, and keep launch claims aligned with capabilities customers can actually use.

· 4 min readRead article
Campaign creative surrounded by wireframe review notes and quality checks
Marketing

AI agents for campaign quality checks: what should they review before launch?

Use campaign review agents to check claims, measurement and accessibility before launch. Give each finding an exact location, evidence and an owner; keep release decisions with people when required checks are incomplete or need manual testing.

· 4 min readRead article
Wireframe ecommerce campaign workspace with product, email and performance cards
Marketing

AI agents for ecommerce marketing: which campaign tasks should you tackle first?

Choose a query review agent for irrelevant search traffic, a pacing agent for spending exceptions, or a creative planning agent for unclear tests. Start where campaign records support a specific decision your team can review.

· 4 min readRead article
Wireframe order investigation desk with payment evidence, a parcel and a flagged release condition
Operations

Which AI agent should investigate an order that is paid but cannot ship?

Use order validation to check release conditions, fulfilment exception handling to investigate stock or delivery blocks, and handoff monitoring when a downstream record is missing. Establish the authoritative order state before recommending release, reallocation or a retry.

· 4 min readRead article
Two evidence boards comparing reasons customers buy and reasons they walk away
Sales

Top 5 AI agents for understanding why customers buy—or walk away

Combine interview themes, objections, deal outcomes, product feedback and cancellation evidence to investigate buying decisions. Choose the source closest to the question, retaining contrary accounts and distinguishing customer statements from your team’s explanations of what happened.

· 4 min readRead article
Team capacity calendar with overlapping work and a delivery risk card
Operations

Meeting action agents, capacity planning agents or delivery risk agents: which addresses your delays?

Choose a meeting action agent for unclear commitments, a capacity agent for workload conflicts, or a delivery risk agent for threatened dependencies. Diagnose why work waits before adding more tasks, and keep revised priorities and commitments subject to review.

· 4 min readRead article
Finance exception inbox with flagged records and an expanded investigation panel
Operations

AI agents for finance operations: start with the exception queue

Choose a finance agent around unresolved exceptions: invoice mismatches, unreconciled payouts or overdue balances. Start where evidence is accessible and a reviewer can confirm the result, keeping payment details, accounting entries and customer communications under explicit control.

· 4 min readRead article
Shared partner campaign workspace with co-marketing assets and account cards
Marketing

Top 6 AI agents for coordinating partner marketing and sales

Use partner agents to coordinate campaigns, prepare events, validate leads, assign owners, research accounts and route purchases. Start at the handoff where ownership or permission becomes unclear, with explicit rules for shared assets and contact information.

· 4 min readRead article