Tobira is live · free · last verified 9 Nov 2026 · viability monitor
Tobira
Tobira turns your website into an AI site agent that answers and sells to ChatGPT, Claude and Gemini
The framing is the sharpest we've seen for agent-facing commerce: answer the buyer's ChatGPT in tokens, not pages. Discovery files are documented, a 1,300-token JSON answer versus a 120,000-token scrape is a real efficiency pitch, and a free address is a cheap first test. Set expectations honestly though: the vendor flags matching as early access with daily caps and rules out guaranteed leads, so buy the sales agent, not the introduction engine.
Verdict generatedVerified 5d ago · liveness 63/100 · cite: rightaichoice.com/tools/tobira
- Site owners who want ChatGPT, Claude or Gemini to get exact prices and book a demo
- Service businesses with published prices and bookable calendar slots
- B2B SaaS teams whose buyers begin research inside an AI assistant
- Sales teams fielding security questionnaires and RFPs the agent can pre-answer
- Teams wanting a polished human-facing support chatbot first
- Buyers expecting guaranteed leads, mass notifications or AI-search rankings
- Businesses whose price lists, PDFs or FAQ are stale or unpublished
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Skip Tobira if you need turnkey multi-agent orchestration with pre-built connectors, automated matching, mass notifications or billing automation today — the vendor explicitly lists those as not launch-ready.
The Site Agent preview advertises a 14-day money-back guarantee, which implies a paid step after the preview — budget for it before you wire the agent into your sales process.
Tobira publishes a single free tier on its pricing page, which puts it below paid site-chatbot and AI-SEO tools that typically charge monthly per seat or per conversation. For a solo operator or small service business testing whether AI assistants can find and buy, the entry cost is effectively zero; the trade-off is that orchestration and billing automation are not included at any published price.
In short
Tobira — Tobira turns your website into an AI site agent that answers and sells to ChatGPT, Claude and Gemini. Best for Site owners who want ChatGPT, Claude or Gemini to get exact prices and book a demo, Service businesses with published prices and bookable calendar slots, B2B SaaS teams whose buyers begin research inside an AI assistant. Free to use.
What is Tobira?
Tobira — Tobira turns your website into an AI site agent that answers and sells to ChatGPT, Claude and Gemini. Best for Site owners who want ChatGPT, Claude or Gemini to get exact prices and book a demo, Service businesses with published prices and bookable calendar slots, B2B SaaS teams whose buyers begin research inside an AI assistant. Free to use.
Tobira gives a business two front doors: the page people scroll, and a structured address that visiting AI assistants can query directly. When a buyer's ChatGPT, Claude, Gemini, Perplexity, Copilot, Hermes or Grok asks on their behalf, the Site Agent answers with exact plans, prices and next steps. The vendor's own example shows an agent reading a compact JSON answer of roughly 1,300 tokens instead of scraping a 120,000-token human site. Behind the scenes sit Attached Knowledge and a document reader. Site copy, price lists, PDFs (including security questionnaires and RFPs), FAQ and terms feed one knowledge base. When a question falls outside approved material the agent offers a call rather than guessing. Public pricing and plans are exposed; internal notes, deal margins and private documents stay gated. The same agent closes the loop: it books demo slots into your calendar, takes payment or issues a trial link inside the chat, and every AI conversation lands in an inbox tagged by arrival channel with the outcome attached. Voice conversation with transcript, multilingual replies, human handoff, and a set of discovery files (agent.json, guest-agent.json, llms.txt, AGENTS.md) round out the surface. For buyers, the angle is narrower than a chatbot builder. Generic widgets serve the human visitor. Tobira is built for the case where the buyer's assistant is the real shopper, plus the human who shows up behind it. Public profiles, guest chat, discovery files and Site Agent setup are live; the vendor states matching is early access with daily caps and does not promise guaranteed leads or mass notifications.
Key features
- Site Agent that turns your website into an AI agent
- Answers visiting AI assistants from ChatGPT, Claude, Gemini, Perplexity, Copilot, Hermes and Grok
- Claim a public @handle as an AI agent address
- Publish a profile of offers, prices, team and next free slot
- agent.json machine-readable discovery file
- guest-agent.json JSON channel for visiting AI agents
- llms.txt and AGENTS.md discovery files for crawlers and coding agents
- Link headers and discovery metadata for agent lookup
- Books demo slots into your calendar from chat
- Takes payment or issues a trial link inside the conversation
- Answers only from approved materials via Attached Knowledge
- Reads PDFs including security questionnaires and RFPs
- Voice conversation with transcript in the chat
- Multilingual replies in the visitor's language
- Human handoff to your team with conversation context
Behind the verdict
We'd reach for Tobira when the buyer's first touch is an AI assistant, not a search bar. A sales team whose prospects start in ChatGPT and arrive already knowing the pricing gets the most out of it, because the Site Agent answers from your own price list and PDFs instead of a scraped guess. The token argument is the part that actually holds up. Handing a visiting agent a compact JSON block of plans, seats and next slot beats making it read a 38-page site; the vendor's 1,300-vs-120,000 example is dated and specific enough to take at face value. That matters once assistants do more of the research shopping. Where it bites is scope. This is not a support chatbot you drop on the marketing site for humans first. Voice, multilingual and human handoff are there, but the real product is the agent-to-agent channel, and that channel only pays off when visitors' assistants actually show up. The matching layer is the honest caveat. It runs in early access with daily caps, and Tobira itself says introductions depend on who is in the network and that it does not promise guaranteed leads. Buy the answering-and-closing agent; treat introductions as a bonus while the network fills in. Watch the setup too. A visit needs a human sign-in, and the agent is only as good as your published material: stale price lists or unpublished PDFs produce a confident agent answering from bad data. If your pricing and security docs are current, this is worth thirty minutes. Closest alternative is a mainstream AI chatbot builder (Intercom, Drift-style widgets) if all you want is human-facing chat. Tobira wins when the visitor is an AI agent on a client's behalf and you want it to book, pay or trial without leaving the page.
Limitations
- Tobira is a discovery and identity layer for AI agents (public @handles, profiles, guest chat, JSON discovery files) rather than an AI model itself; the live evidence names no underlying model.
- The vendor explicitly does not promise guaranteed leads, mass notifications or AI-search rankings, and says matching runs in early access with daily caps.
- Introductions depend on who is already in the network, and setup requires a human sign-in with owner approval of what goes public.
- Inactive, misleading, infringing or abusive handles may be reclaimed.
as of 2026-10-21
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Is Tobira still active?
Tobira is live · free · last verified 9 Nov 2026 · viability monitor.
Viability score
How well maintained and how widely used is Tobira? Built from what the vendor actually publishes (docs, changelog, tutorials, integrations, pricing), whether the site is live, and how much real users discuss it. How we calculate this
Last calculated: November 2026
How we score →What's new in Tobira
Checked 12 days agoAcross the latest 1 update: 1 launch.
What do users say about Tobira?
What people actually say about Tobira — is it worth it?
We scanned public community sources for Tobira on Oct 9, 2026 and could not establish that the discussion we found is about this tool rather than something else sharing its name. Only 2 of the posts we fetched could be positively tied to Tobira. Rather than publish a sentiment score built on the wrong subject, we publish nothing here and re-run the scan.
How we verified this
Every listed fact about Tobira — pricing, features, links, status — is re-read from the vendor's own pages by our verification pipeline and each change is logged with a date; the last pass ran on 9 Nov 2026. Analysis is drafted with AI models and checked against our editorial standards before publishing; see how we verify.
Verification history
We have re-verified Tobira 26 times since . Each pass re-reads the vendor's own pages and re-checks every listed field against that evidence; passes where nothing had changed are marked as such.
- — changed description, features, our verdict, integrations, pricing tiers, summary
- — changed pricing page, limitations
- — changed summary, our verdict, who it suits, pricing model, features, who should skip it, description, pricing tiers
- — changed pricing page
- — changed summary, description, pricing tiers, our verdict, who it suits, who should skip it, features
- — changed pricing page, limitations
Showing the 6 most recent of 26 verification passes.
Free to cite with attribution — this page re-verifies continuously.
How much does Tobira cost in 2026?
Tobira: Free to use. Pricing last verified 9 Nov 2026.
Plans compared
Every published Tobira tier, its price as the vendor publishes it, who it fits, and what it adds over the tier below. The 12-month cost projection follows.
| Plan | Price | Billing | Who it's for |
|---|---|---|---|
| Free | Free | — | Solo operators, agent researchers and small service businesses testing whether AI assistants can find, understand and buy from them.Adds: Starting tier: @handle, public profile, guest chat, agent.json, guest-agent.json, llms.txt, AGENTS.md and Site Agent setup at $0/mo. |
12-month cost
Project the real annual outlay, including the implied monthly cost when only an annual tier is published.
Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.
Where the pricing makes sense
The company stage and team size where Tobira's pricing actually pencils out — and where peers do it cheaper.
Tobira publishes a single free tier on its pricing page, which puts it below paid site-chatbot and AI-SEO tools that typically charge monthly per seat or per conversation. For a solo operator or small service business testing whether AI assistants can find and buy, the entry cost is effectively zero; the trade-off is that orchestration and billing automation are not included at any published price.
Has Tobira's pricing changed?
No plan price for Tobira has moved since we began logging in Aug 2026; the pricing page is re-read on every verification pass.
Who should pick Tobira?
Pick Tobira if you are Site owners who want ChatGPT, Claude or Gemini to get exact prices and book a demo, Service businesses with published prices and bookable calendar slots, B2B SaaS teams whose buyers begin research inside an AI assistant, Sales teams fielding security questionnaires and RFPs the agent can pre-answer.
Look elsewhere if you are Teams wanting a polished human-facing support chatbot first, Buyers expecting guaranteed leads, mass notifications or AI-search rankings, Businesses whose price lists, PDFs or FAQ are stale or unpublished, Operations that need billing automation and paid quota enforcement now.
Skip it if Skip Tobira if you need turnkey multi-agent orchestration with pre-built connectors, automated matching, mass notifications or billing automation today — the vendor explicitly lists those as not launch-ready.
GeneratedReal-world workflow fit
Concrete scenarios for the personas Tobira actually fits — and what changes day-one when you adopt it.
You create a Site Agent, attach your services page, price list PDF and FAQ, and let the agent answer visitors and visiting assistants from that material.
Outcome: A prospect's ChatGPT agent asks for the full package price, gets €240 with source citations from /services and /prices, and books Tuesday 10:30 into your calendar.
You attach your security questionnaire PDF and pricing sheet so the Site Agent pre-answers the questions that normally stall a deal.
Outcome: A CTO's Claude agent asks what the full package includes; the agent replies with sources, and the conversation lands in your inbox tagged via Claude with the outcome recorded.
You claim an @handle, publish a profile with offers, needs, goals and blockers, and expose agent.json plus guest-agent.json.
Outcome: Other agents discover you through agent.json and llms.txt and can query your profile without scraping a human-facing page.
Use cases
- Claim a public address for your research agent and let others discover it via agent.json.
- Put a Site Agent behind your website so visiting AI assistants get real plans and prices instead of guessing.
- Let humans ask a website's agent questions through guest chat before contacting the team.
- Publish offers and needs on your profile so other agents can find relevant alignment.
- Use llms.txt and AGENTS.md so crawlers and coding assistants read your site correctly.
- Convert an AI-originated visit into a booked demo, a paid order or a trial link.
- Pre-answer security questionnaire and RFP questions from an approved PDF knowledge base.
- Log every AI-sourced conversation in one inbox tagged by ChatGPT, Claude or Gemini.
Setup time & first value
How long it actually takes to get something useful out of Tobira — broken out by persona, not the marketing-page minute.
Site Agent setup is advertised as ready in about 2 minutes on the homepage, though realistic first value depends on attaching clean price lists, PDFs and FAQ. Claiming an @handle and publishing a public profile is minutes. Wiring agent.json, guest-agent.json, llms.txt and AGENTS.md into a site is developer work measured in an afternoon, not a sprint.
Switching to or from Tobira
How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.
- →From a static FAQ page: attach the same answers as Attached Knowledge and let the Site Agent answer from them with sources.
- →From a human-only site chatbot: point the widget at Tobira's Site Agent and add guest-agent.json so visiting assistants get structured facts.
- →From llms.txt alone: keep the file and add agent.json, guest-agent.json and AGENTS.md for full discovery coverage.
- ↗To a general chatbot builder: export your approved knowledge base and recreate answers in the new builder's knowledge store.
- ↗To an agent orchestration platform: keep llms.txt and AGENTS.md on your site and move matching and billing into the platform.
- ↗To a homegrown endpoint: publish your own agent.json at the same discovery paths and drop the @handle profile.
Resources & guides
Tutorials & Learning
YouTube returned 6 videos for “Tobira”, and we withheld 6: 6 could not be judged, because “Tobira” is a single word that other videos use for other things. We are showing none, because we could not prove any of them are about Tobira.
Official links
What are the best Tobira alternatives?
The closest alternatives to Tobira we list are MemoryLake, pumaDB and Cognee. Ranked by direct product-type match, not category overlap.
| Alternative | Pricing | Starts at | Last verified |
|---|---|---|---|
| MemoryLake | Freemium | Pricing not published | — |
| pumaDB | Freemium | Pricing not published | — |
| Cognee | Freemium | Pricing not published | — |
Alternatives to Tobira
View allMemoryLake
MemoryLake gives ChatGPT, Claude, Codex and Gemini one portable, encrypted AI memory with conflict detection and exportable provenance.
Tools that pair well with Tobira
Common stack mates teams adopt alongside Tobira, with the specific reason each pairing earns its keep.
MemoryLake
MemoryLake gives ChatGPT, Claude, Codex and Gemini one portable, encrypted AI memory with conflict detection and exportable provenance.
pumaDB
Hosted MCP and REST memory that keeps AI agent context consistent across ChatGPT, Claude, Codex, and your own agents.
Cognee
Cognee is open-source agent memory that turns scattered company data into a cited knowledge graph agents can recall.
Tobira vs its closest rival
Tobira's closest head-to-head is with Statewave — If you're building agents that need to be found and communicated with by humans and other agents across the open web, start with Tobira — it's free and gives you instant public identity. If your agents need to remember and learn across sessions, Statewave's self-hosted memory runtime is the missing piece. Many teams may actually use both: Tobira for presence, Statewave for recall. Verdict generated
Head-to-head comparisons
Statewave vs Tobira
If you're building agents that need to be found and communicated with by humans and other agents across the open web, start with Tobira — it's free and gives you instant public identity. If your agents need to remember and learn across sessions, Statewave's self-hosted memory runtime is the missing piece. Many teams may actually use both: Tobira for presence, Statewave for recall.
GeneratedNpm I G Hotcell vs Tobira
If you need to give your agent a public identity and make it discoverable across the web, Tobira is the only choice—it's free and built exactly for that. If your pain is running agents safely and privately on your own hardware, Hotcell's local sandboxing wins. Pick based on your bottleneck: visibility vs. containment.
GeneratedVoicemem vs Tobira
These aren't competitors — don't shortlist them against each other. Tobira is for people who want a public, censorship-resistant address and machine-readable profile for an AI agent (so other agents and crawlers can find and talk to it). VoiceMem is for builders wiring persistent, emotionally aware memory into a real-time voice agent. If you need agent discoverability, take Tobira. If you need voice memory with published latency and accuracy numbers, take VoiceMem. If you need both, use both.
GeneratedFrequently asked questions
Best-of guides
Topics
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