Gripwise writes a sourced fact sheet per company and drops the bad fits before a single email is sent.

01The problem
Lists are cheap and getting cheaper. What is scarce is knowing which of those companies is worth a message, and having something true to say when you write it.
A filter on job title and headcount tells you a person exists. It tells you nothing about whether the company has the problem you solve, the budget to solve it, or a reason to care this quarter.
Six emails into a sequence, the account was never a fit. You spent the sends, the sending reputation and the follow-up time to learn something research could have told you up front.
Irrelevant recipients do not just ignore you. They mark you as spam, and that decides deliverability for every good-fit prospect sitting in the same campaign behind them.
If nothing real is known about the account, the AI writing your first line has two options: say something generic, or invent something. Both lose the account.
The whole thesis
Every other tool blasts. Gripwise qualifies the lead first, cites the source, and only then writes. Quality leads are not a nicer input to the same campaign — they are the campaign. A relevant message to the right company beats a clever message to the wrong one every single time, and no amount of copywriting closes that gap.
02The solution
This is the part every other tool skips, because it is slow and expensive and invisible in a demo. It is also the only part that changes your reply rate.
Gripwise researches each domain and extracts up to eight verifiable facts — funding, hiring, product, leadership, tech, news, stated pain. Each one is a single dated claim, never a paragraph of AI prose.
A fact without a working source URL is discarded. Links are checked before the fact is stored, so a dead page cannot become a talking point in your first email.
Each lead is weighed against your offer and this campaign's actual pitch, then marked relevant, borderline or irrelevant. The scheduler will not send touch one until a verdict exists.
Clear misses exit the sequence with zero sends and a written explanation you can read and overturn. Uncertainty never disqualifies anyone — borderline accounts always proceed.
03What research produces
The output of research is structured and checkable on purpose. Prose can hide a guess; a list of claims with URLs behind them cannot.

04The verdict
Each lead is weighed against your offer and the actual pitch in that campaign's first email — not a generic idea of your market.
Relevant
The account fits your offer and this campaign's pitch. The facts from its brief feed the personalisation, so the opening line references something real and current.
Borderline
The evidence is mixed or thin. Gripwise never blocks on uncertainty — the lead continues, personalised only as far as the research honestly supports.
Irrelevant
A clear miss with real evidence behind it. The lead leaves the sequence before touch one, with a written reason on the record that you can read and overturn.
The scheduler waits for it
A lead with no verdict yet does not get sent to. The first email is held until research has run, so qualification is never something that catches up with a campaign already in flight.

05The guard rails
Automated research is only worth having if you can trust what comes out of it. These constraints are enforced in code, not asked of the model.
Message drafts may only reference facts that exist in a stored brief. If research comes back thin, the send falls back to your approved copy rather than guessing something plausible.
An account is only removed when confidence is high and real evidence exists. Anything weaker is downgraded to borderline and proceeds — a wasted send costs less than a missed customer.
Briefs are rebuilt on a rolling cycle, so a company that raised or restructured last month is not being pitched on last year's situation.
Every verdict is visible on the lead record with its reasoning. Disagree and you can requalify the lead straight back into the sequence.
The honest version
If we cannot find a fact with a working source, we do not invent one. The message falls back to your approved copy instead.
06Why it pays
Qualification does not just remove waste at the top. It changes the economics of every step underneath it.
The chain
Qualified accounts make relevant outreach possible. Relevant outreach earns replies. Replies become conversations, and conversations become deals. Every link in that chain is decided before you press send — which is exactly where nobody was spending any effort.
Start here
Researched accounts, a sending stack that is already configured, and a sequence written from facts you can check.



