Bluerails Discovery
The rails AI agents use to find and pay you
1.3K followers
The rails AI agents use to find and pay you
1.3K followers
Most "AI visibility" tools stop at telling you if AI mentions your brand. Bluerails goes further. We make you discoverable to AI agents and ready to get paid by them, on the rails we already run for marketplaces. What stands out: • Discovery: a peer-reviewed AI-visibility score from 400 samples, not a one-off guess. Free, no signup. • Agent-ready checkout + global settlement • Compliance built in Try your free Discovery report today; agent payments roll out next.
@j_mannanal massive congratulations on the launch. qq how exactly does the analytics tracker differentiate a high-intent user agent trying to buy something from a standard scraping bot or a basic openai search crawler?
Bluerails Discovery
@vikramp7470 We don't analyse bot traffic, but we analyse how agents can navigate, interact, and book/ pay through your website. I'd say that's fundamentally different. Wdyt?
Bluerails Discovery
@vikramp7470 as @j_mannanal pointed out, we don't analyse existing traffic. We rather analyze how agents find and perceive your site and how easy it is for the agents to perform actions on your site. But there are multiple ways of differentiating user traffic from bot and agent traffic
@benln Congrats on the launch. Really interesting take on where commerce is heading.
Quick question, do payments stay fully on-chain or are you converting to local fiat automatically for merchants?
Bluerails Discovery
@benln @parag_j_kalita Thanks! In Europe, we are partnering with AllUnity (Deutsche Bank, DWS backed) who do the off-ramp to FIAT for merchants. That's for fully agentic payments. What we are currently focused on is helping our early customer with receiving FIAT via the regular Payment gateways as an intermediary step.
Bluerails Discovery
@parag_j_kalita I think in the initial phases you'll see the money moving on and off-chain before finally settling. But we see a future where it will be completely on-chain
Curious how you think defensibility evolves here. If agent-ready checkout becomes a standard layer implemented by Stripe, OpenAI, or Shopify, what remains the durable moat for Bluerails?
Bluerails Discovery
@tarqiya_forgah you're right agent checkout will commoditize and we at Bluerails are counting down to that day. But checkout is the interface, not the rail. Standardized agent checkout just pushes more volume to whatever settlement, identity and reconciliation layer the enterprise actually trusts. And right now all three things are up for grabs.
Three things stay defensible:
1. Fragmentation, not consolidation, is the near-term reality. ~28 agent-payment protocols across settlement / authorization/ identity / commerce-lifecycle tiers (x402, AP2, ACP, UCP, Visa TAP, ERC-8004…). No enterprise integrates 28. someone has to be the neutral orchestration + routing + reconciliation layer across them. That's our game, not the checkout box. The same game was played out across the Fiat rails with payrails.com primer.io and yuno.com trying to duke it out.
2. KYA. Standardized checkout doesn't answer "which agent, authorized by whom, under what policy, and is it auditable." That identity/compliance layer is the hardest unsolved problem and the deepest moat if you're first.
3. Regulatory. We're EU first . The checkout incumbents are US consumer-first; the regulated stablecoin settlement rail for European enterprise isn't a layer their checkout touches.
Bluerails Discovery
@tarqiya_forgah I think Shopify is doing a great job helping E-Commerce brands solve Discovery + Payments. For other industries that combo doesn't exist. OpenAI and the other AI labs will own discovery, the FinTechs will own settlement, but the (connecting) tissue between those is not occupied. It's also arguably very vertical-dependent. That's why we are going to tackle one industry vertical at a time.
The Discovery score is the part I can act on today since agent payments roll out later — a 400-sample peer-reviewed visibility number beats the one-off "did ChatGPT mention us" checks. Concretely, what actually moves that score: structured data / llms.txt / schema on my side, or is it mostly whether I'm already in the agents' retrieval set? And is it re-runnable so I can watch the score change after shipping a fix, or a one-time grade?
Bluerails Discovery
@hazy0 The files makes sure that agents can see your website and can create an action based on intent. To consistently rank higher, depending on your vertical you'll have to create some content, reviews, trusted sites linking back to you etc.
Yes, our score is re-runnable which is also what sets us apart. You can get track clear progress over time
Bluerails Discovery
@hazy0 Yes, that's exactly what we are here for: We tell you where you stand, what to improve and help you keep improving it all the way to accepting payments through/ from an agent. We currently recommend monthly reports to see what the performance is improving.
Congrats! I wonder what specific criteria does the Agent Score evaluate, and how do you weight discoverability versus transactability in the final number?
Bluerails Discovery
Hi @crystalmei we re-sample the queries multiple times and create Bootstrap Confidence Intervals. Most GEO products stop at a point-in-time estimate which does not help you move the needle.
We've also created a proprietary weighting for our KPIs per vertical backed by research. It's broken down in our methodology page here: https://discovery.bluerails.com/methodology
Bluerails Discovery
@crystalmei Good question. Today the Agent Score is weighted primarily toward discoverability: whether agents mention you, rank you, cite you, understand your offer correctly and can guide a user toward the next step.
Transactability matters, but we treat it as a readiness layer, not the whole score from day one. In most verticals, agent commerce is not mature enough yet to overweight payments. As demand becomes real, fulfillment and settlement signals become much more important.
So the weighting is vertical specific: discoverability first, transactability when the market is ready.
GrowMeOrganic
How the AI visibility score is calculated? What signals matter most for discoverability today?
Bluerails Discovery
Hi @iamanantgupta the main differentiator in our product is that we do re-sample the queries multiple times and create Bootstrap Confidence Intervals. Most GEO products stop at a point-in-time estimate which does not help you move the needle.
Your second question is more nuanced and it varies per-vertical. We've created proprietary weighting for our KPIs per vertical backed by research. It's broken down in our methodology page here: https://discovery.bluerails.com/methodology
Bluerails Discovery
@iamanantgupta @ashwin_kumar46 💯 The key is that AI visibility is not one signal.
We look at whether agents mention you, rank you, cite you, understand your offer correctly and can route a user toward the next step. The weighting changes by vertical because “discoverable” means different things for a hotel, a publisher or a SaaS tool.
The real unlock is moving from a one time score to a repeatable measurement system with confidence intervals, so teams know what is actually improving and what is just model variance.
Congrats on the launch! Thinking about the wallet layer - when an agent books and pays via stablecoin and the booking for example then gets cancelled, or the rate moves before settlement, how does the reversal actually run?
Bluerails Discovery
@artstavenka1 for "refunds" in crypto we have a workflow engine that supports refunds, disputes/chargebacks. Natively supported for fiat currencies and fiat rails
Bluerails Discovery
@artstavenka1 @ashwin_kumar46 The key distinction is settlement finality vs. commercial reversibility.
Stablecoin settlement can be final, but the booking workflow still needs cancellation logic, refund rules, dispute states, rate locks and a clean audit trail above the rail.
So the reversal is not “undo the chain transaction”. It is a controlled refund or dispute workflow, with fiat rails handling this natively where fiat is used.