Field notes from building outbound systems that replace headcount with intelligence. Read, then put it to work.
An ABM agency writes to your buyers under your name. Seven things you should be able to open while the work can still change, from the account list to the bill.
MoltSets is a contact-data API with no screen, from $27 a month. We tested the same 821 profiles on September 28 and October 22. Usable emails rose from 43 to 50 percent.
Jev prices a GTM decision at $0.042 per million input tokens. Use cases, the real cost math against Claude and GPT, and who should wait.
ABM tiers were never a strategy. They were a budget for strategist hours. Here is what happens to 1:1, 1:few, and 1:many once account research stops being scarce.
When several sellers write to one account, a reply has to stop the person, not one sequence. Eight events, with who stops, for how long, who restarts, and where each rule comes from.
Scoring a company from a domain cost 1.99 records in a 200-company test. That makes scoring a whole market cheap enough to test. The limit moves to review, sending and the employment check.
Where a person decides in Trellis: which accounts we work, what each email says, and whether a campaign launches, with do-not-contact above every approval.
Clay pricing as of October 2026, a 2,443-contact credit ledger, and a job-by-job call on where Clay still earns a place in a waterfall that starts with BlitzAPI and MoltSets.
A B2B data API quotes one price and counts three different things. Here are the prices we could fetch in one table, converted to a price per 1,000 records at the cap, with what five billing models do to a waterfall budget.
A $27 a month contact data API was listed on MoltSets' pricing page by early August 2026, while the product was still invite-only. Another vendor has since cut its entry price to $99. Others held, and four could not be checked.
A 300-company survey puts outbound first above $50K ACV, excluding founder-led, and cold outreach in its oversaturated quadrant. What separates the two is what triggers the send.
The only verified interim CRO rate we found is one firm's own asking price, not a market survey. Here is what the role covers, and when a fractional leader or GTM engineering fits better.
Every mechanic here traces to LinkedIn's own help pages, not a vendor blog: credits, character limits, the 90-day reply refund, and where InMail beats email and where it doesn't.
Ask opens on the account, person or call you're looking at, answers from your own Trellis workspace, and names the records behind the answer. It doesn't draft or send.
An AI research agent doesn't fail by crashing. It hands back a confident paragraph that's wrong in a way nobody checked. Seven ways that happens, and the check that catches each one.
An AI SDR automates outreach. ABM decides which accounts deserve it. Comparing the two head to head is why teams end up with a fast channel and no strategy behind it.
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