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AI prospecting beyond database filters — agents research companies live from almost any public source, find the decision-maker, and draft outreach in your voice, billed per completed action in tokens.
The research-first option for a niche market: $19 buys 100 completed actions against live public sources, as long as you count a prospect as several tokens, not one.
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Causo sends agents across the open web to find and research companies that fit criteria you describe in words, then finds the decision-maker and drafts the outreach — billed one token per completed action.
Your market is niche or hard to filter (a trade, a region, a filing type) and you would rather pay per researched result — $19/month for 100 tokens — than rent a database of the same stale rows everyone else mails.
You need high-volume list pulls from a ready-made database, built-in warm-up and reply handling, or a CRM sync — none of those are published here.
Workflows are built only from verified capabilities in our listing research — no vendor copy, nothing invented.
Starts You describe the companies you want in plain words
You get A shortlist built on evidence, not firmographic filters
Markets that do not exist as database filters become searchable
Starts A company on the shortlist is worth approaching
You get A named contact per company, charged as one token when it delivers
The research-to-contact step happens inside the same search
Starts You need one specific fact before writing
You get A checkable fact you can safely put in an email
Personalisation rests on cited evidence instead of a guessed merge field
Starts You approve the shortlist
You get A sent sequence that reads as researched, because it was
Approval You pick who receives the emails and can edit each draft before it goes
The personalisation is the research itself, not a template variable
No card required; the 50 tokens are a one-time allowance, so spend them on a real search.
Causo suggests where to look if you are unsure; refine the criteria as you review matches and their evidence.
Each verified contact costs one token when it delivers — budget finds and contacts separately.
Drafts come from the research; you pick the recipients and edit before anything sends.
Time to first useful result: Same day — describe your market and run a first search · no-code 5/5
Billed in tokens: one token per completed action, with company research, contact searches, research questions and sending each charged separately when they deliver a result. Plans are Free ($0, 50 one-time tokens), Let Me Try ($19/month, 100 tokens/month), Founder's Delight ($79/month, 500 tokens/month) and Serious Business ($259/month, 2,000 tokens/month), plus a custom Enterprise route. One-time top-ups cost $0.30 per token on the two higher plans only. No annual-billing toggle or discount is published on the page checked.
$0/month — 50 tokens to start, one time
Per credit bundle · $0/mo for one person
$19/month — 100 tokens/month
Per credit bundle · $19/mo for one person
$79/month — 500 tokens/month
Per credit bundle · $79/mo for one person
$259/month — 2,000 tokens/month
Per credit bundle · $259/mo for one person
Custom — talk to us
Custom / quoted · $null/mo for one person
| Plan | Published price | Solo monthly | Billed by | Limits & overage |
|---|---|---|---|---|
| Free to Start | $0/month — 50 tokens to start, one time | $0/mo | Per credit bundle | Allowance does not renew monthly · No CSV export is listed on this tier |
| Let Me TrySolo pick | $19/month — 100 tokens/month | $19/mo | Per credit bundle | Monthly allowance only — no top-ups are offered on this plan |
| Founder's Delight | $79/month — 500 tokens/month | $79/mo | Per credit bundle | Top-ups are one-time purchases at $0.30 per token |
| Serious Business | $259/month — 2,000 tokens/month | $259/mo | Per credit bundle | The vendor labels this tier Most popular; it is sized for teams, not a solo sender |
| Enterprise | Custom — talk to us | $null/mo | Custom / quoted | Sales-led pricing |
Token stacking per prospect: a company find, its decision-maker contact, a research question and the sent sequence are four separate tokens, so a fully worked prospect costs several tokens — and on the $19 plan there is no top-up when the 100 run out mid-month.
Price record · 2026-11-05: First listing check, 2026-11-05, on causo.ai — the vendor publishes pricing as a section of its homepage (no separate pricing page was found): Free $0 (50 tokens one time, no card), Let Me Try $19/month (100 tokens), Founder's Delight $79/month (500 tokens), Serious Business $259/month (2,000 tokens, labelled Most popular), Enterprise custom. Top-ups $0.30/token on the two higher plans only. No monthly/annual toggle, seat selector or annual discount is published on the page. Domain confirmed as causo.ai: the Product Hunt launch 'Causo — Find leads beyond database filters with AI research & MCP' is dated October 22, 2026 and links to this vendor; a different company, CausoAI at causoplatform.com (causal analytics, $199/month), is unrelated and was not used.
The same fields on every deep listing in this job, so agents compare field by field. “Not verified” means our research has not confirmed it yet — it never means “doesn't have it.”
Causo's starting point is that the customers worth finding are usually the ones a database filter misses. Instead of searching a fixed contact database, you describe who you want in plain words and its agents research companies live across almost any public source — websites, filings, job posts, registries, trade directories and news — then show each match with the evidence for why it fits, find a decision-maker with a verified email, and answer specific research questions about a company with sources attached. Outreach follows from the research: each email is drafted in your voice from what was found about that company, sent as a sequence from your own connected mailbox, and — in the vendor's own framing — you pick who gets the emails and can edit anything before it goes. It also connects to AI assistants over MCP, so a search can start as a prompt in Claude. The cost model is tokens, and it is unusually legible: one token per completed action, where a company found, a verified contact, a sourced answer and a sent sequence are each charged separately. Plans run from a free start with 50 one-time tokens through $19, $79 and $259 a month for 100, 500 and 2,000 tokens. The limits matter as much as the headline: a fully worked prospect can consume several tokens (find, contact, sequence), the free allowance is one-time rather than monthly, and top-ups at $0.30 a token exist only on the two higher plans. Causo launched its prospecting product on Product Hunt on October 22, 2026, so it is a young product from a small founder team.
Solo Fit stays the public score: the qualitative roll-up of these four published inputs under the How We Rank method. Setup is a plain-words description with no code; you approve recipients and can edit every email before it goes; clarity is held back only because one prospect consumes several separately charged tokens.
The difference: Clay is the enrichment table you operate over data you bring or buy; Causo does the live research itself and shows its evidence, then drafts the outreach.
The difference: Apollo sells access to a large static database with sequences attached; Causo researches the open web per search, so it can find companies Apollo's filters never surface — at token cost per result.
The difference: Needle charges a flat rate per connected account with lead lists included inside your AI chat; Causo meters every completed action in tokens, which is cheaper for a few deep searches and pricier at volume.
Let Me Try is $19/month with 100 tokens, and Founder's Delight is $79/month with 500 tokens, checked on causo.ai on 2026-11-05. A free start gives 50 tokens one time with no card. One token buys one completed action, and a prospect usually takes several actions.
One token per completed action, charged separately: finding a company that matches, finding a decision-maker with a verified email, getting a sourced answer to a question about a company, or sending one complete outreach sequence. Chat with the agent is unlimited on paid plans and is not the meter.
No. The vendor states it researches companies live against your criteria from public sources — websites, job posts, registries, filings, directories and news — and shows why each one fits. There is no static database to browse; that is the point, and also why volume is token-metered.
Only on the two higher plans: Founder's Delight ($79) and Serious Business ($259) offer one-time top-ups at $0.30 per token. The $19 Let Me Try plan is a monthly allowance only, so running out mid-month means waiting or upgrading.
Causo is not in a published stack yet — stacks are edited buying guides, and memberships are added only when the combination has been worked through.
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