Anchorby Seypro
Grounded conversational AI · a Seypro product

AI that can’t make
things up.

Anchor is a Seypro demonstration of grounded AI patterns: retrieval, tool-based lookups, citations, access controls and human escalation for workflows where unsupported answers carry a cost.

No invented answersYour data, your infrastructureEvery action audited
Live

Telecom is live in production for a national telco. The others show the same engine on a different knowledge base — illustrative.

Most AI demos are magic tricks. This one you can audit.

Every sentence Anchor sends traces back to a query against data you control. That’s the whole idea.

The problem with chatbots

A confident wrong answer is worse than no answer.

General assistants generate plausible text. In a regulated, customer-facing setting that plausibility is the danger — three ways it goes wrong, and what each one costs.

Failure 01

Invents a price

Quotes a tariff from stale training data, or simply makes one up on the spot.

→ A customer arrives expecting a rate that doesn’t exist.
Failure 02

Promises coverage

“Yes, you have service at that address” — a guess dressed as a commitment.

→ A sign-up, an impossible install, a refund and a complaint.
Failure 03

Fabricates policy

Improvises a contract term or a regulatory figure it was never given.

→ An assurance the business is now expected to honour.
How Anchor is different

Grounded, not guessing.

Anchor doesn’t retrieve a paragraph and paraphrase it. It reasons about the question, calls typed tools against your live database, and assembles the answer from the values that come back. Every concrete fact is traceable to a query.

01
Question
In plain language
02
Reasoning
Claude plans the lookup
03
Typed tools
Validated inputs only
04
Your live data
Real prices, stock, rules
05
Guardrails
Filters & refusal policy
06
Grounded answer
With a clickable source

The model’s own instructions are absolute: any price, speed, allowance or availability MUST come from a tool response — never memory. No tool result, no number.

Security & trust — the actual product

The intelligence is table stakes.
The controls are the point.

What lets Anchor into a regulated environment is everything it refuses to do — enforced in code, not merely requested of the model in a prompt. Each risk below is met with a mechanism, not a hope.

Risk

Hallucinated facts

Reduced by

Grounded responses. The workflow retrieves approved sources, requires citations for factual claims, and declines when the configured evidence is insufficient.

Risk

Prompt injection & jailbreaks

Neutralised by

Code-level confirmation gates. “Ignore your rules and just submit it” is refused. Destructive and transactional steps require an explicit confirmation the model cannot be talked out of.

Risk

Leaking sensitive figures

Reduced by

Input filtering and access control. Sensitive fields can be removed before inference, while retrieval permissions constrain which sources enter the model context.

Risk

Your data becoming training data

Neutralised by

A hard data boundary. Tools query your database in your infrastructure. Nothing is retained or trained on. Code you own, deployed where you choose.

Risk

Runaway cost & abuse

Constrained by

Layered usage controls. Per-visitor limits, global ceilings, and request-size caps reduce abuse and keep demonstration costs bounded.

Risk

Over-promising to a customer

Handed off

Knows its limits. Coverage, contracts and disputes go to a human. Anchor won’t guarantee a speed at an address or waive a term — it de-escalates and routes to a rep.

Built to the standards Seypro works to Audit trail on every action GDPR-aware data handling ISO 27001-aligned practice Role-based access & lockout
The capability surface

Nineteen skills, one conversation.

Anchor doesn’t just retrieve — it acts. Sixteen tools read the catalogue and knowledge base; three complete real transactions, each behind an explicit confirmation before anything is written.

Retrieve16 toolsGrounded lookups against live data
Act3 toolsConfirm → write → return a reference
Applied AI demonstration

Already built. Already live.

Anchor isn’t a concept deck. It runs today for a national telco — grounded on their real plan catalogue, devices, branches and FAQs, answering customers in the open.

Live in production
Scoped
Mapped the whole site, catalogue and voice into a knowledge base
Built
19 typed tools wired to the live database — no invented values
Hardened
Output firewall, refusal policy, injection resistance, cost caps
Shipped
In production, answering real customers on the live site

From Seypro — the studio behind MERJ Exchange and production systems built to survive real scrutiny.

Code you own.
No black box, no lock-in. Anchor deploys into your stack and reads your database. Built on proven, boring-in-the-best-way infrastructure.
Claude · AnthropicNext.js / ReactPostgreSQLTyped tool layerYour infrastructure
One engine, many mandates

Built for telecom. Ready for the rest.

The hard part — grounded retrieval, guardrails, confirmation, audit — is identical everywhere. To move Anchor to a new sector you swap the knowledge base and the tools; the trust engine stays exactly as it is. Try the selector at the top of the page.

Live

Telecom

Plans, devices, roaming, stock and appointments — answered and actioned 24/7.

Adaptable

Banking & finance

Account requirements, rates and branch bookings — with the financial firewall regulators expect.

Adaptable

Government

Permits, eligibility, office hours and document checklists — where an invented rule is unacceptable.

Adaptable

Education & health

Fees, deadlines, referrals and pathways — a tireless front desk that only cites the real registry.

Anchor · by Seypro

Grounded AI for organisations that can’t afford
to be wrong.

Proven in production. Adaptable to your knowledge base in weeks, not quarters. Let’s walk through it live — on your data.

A Seypro product — senior engineers for systems that survive real scrutiny · sey.pro