Knowledge

The RAG pipeline built for production.

Zowie owns the retrieval stack end to end. Embeddings, vector search, ranking, generation - all tuned for customer service content. 98% answer accuracy, every answer sourced from your content.

Trusted by operators running Knowledge in production

DecathlonMediaMarktModivoBooksy

Answer accuracy

98%

In production, measured by Supervisor.

Languages

70+

Consistent retrieval accuracy across all of them.

RAG infrastructure

0

To build or maintain. Zowie owns the stack end to end.

The argument · Managed RAG

A retrieval stack we built, tuned, and run.

Knowledge is a managed RAG pipeline. Not a library plugged into an LLM. Every layer of the stack was built and tuned for customer service content, and the whole thing runs as a service.

retrieval-stack.zowie / managed4 layers · 1 service
LAYER 01

Embeddings

Domain-tuned for CS questions

Trained on how customers ask, not how engineers write docs.

LAYER 02

Vector index

Unified across every source

One index over Zendesk, Salesforce, Kustomer, your site, custom APIs.

LAYER 03

Ranking

Tuned for short-form policy match

Optimised for the way real CS queries hit policy content.

LAYER 04

Generation

Grounded in retrieved policy

Responds from what was retrieved. Says so when retrieval is weak.

Every answer logged· Supervisor quality score · Source attribution
traceability.layer
PILLAR 01

Domain-tuned retrieval.

The embedding models are trained on how customers ask questions, not how engineers write docs. Retrieval ranking is tuned for short-form CS queries against policy content.

Maps: Layers 01 - 03
PILLAR 02

Grounded generation.

The agent responds from retrieved content. When retrieval confidence is low, the agent says so. No gap-filling. No plausible invention.

Maps: Layer 04
PILLAR 03

Source-level traceability.

Every answer is logged with the retrieved policy, the generated response, and a Supervisor quality score. Full audit trail per response.

Maps: Run alongside the stack

How it works

One question. One policy.
One sourced answer.

Every answer is sourced from your approved content. Every answer is logged. 98% answer accuracy in production across deployments, measured by Supervisor.

  • SourcedEvery answer cites the policy it came from
  • LoggedQuestion, retrieval, response, and score retained
  • ScoredSupervisor evaluates every interaction automatically
Customer · 14:02
"Hi - I bought a hoodie three weeks ago in your Berlin sale. The seam came apart yesterday. Can I exchange it?"
Policy retrievedscore 0.94
# /policies/returns/sale-items.md Sale items remain returnable for 30 days from purchase if defective. Defective items qualify for replacement, exchange, or store credit.
Agent · 14:02
You're inside the 30-day window for defective sale items, so I can sort that for you. You can choose between a replacement, an exchange, or store credit - which works best?
sourced · /policies/returns/sale-items.mdsupervisor: pass

Content sources

Every source your content already lives in.

Knowledge ingests from the systems you already maintain. One retrieval index across all of them, with auto-sync where the source supports it. No custom ETL pipeline per system.

Auto-sync

Help center integrations

Zendesk, Salesforce, Kustomer, Freshdesk, Intercom

Auto-sync from the help center your team already maintains. Articles, categories, and revisions stream into the index.

Auto-sync

Website content

Crawl public pages

Crawl product pages, returns pages, FAQs. Re-crawl on schedule or on demand.

Auto-sync

API ingestion

Custom systems

Push from internal CMS, knowledge bases, or product databases through one endpoint.

Auto-sync

Manual policies

Authored in-platform

Write policies directly in Zowie when there's nowhere upstream they belong.

Sync · Index

Edit a policy upstream. The retrieval index reflects it on the next sync - typically under five minutes for help center sources.

Median sync4m 12s

Targeting

Retrieval, scoped at query time.

Different customers see different answers from the same source. Knowledge filters at query time on region and segment, with the customer properties you've defined.

The retrieval index stays unified. The policy that reaches the customer is the policy that applies to them.

EU · DE

Germany

NA · EN

United States

Standard customers
Default segment

14-day return window. EU consumer rights apply. Refund to original payment within 14 days.

30-day return window. Free returns on orders over $75. Refund to original payment within 7 days.

VIP membersVIP
Loyalty tier ≥ Gold

60-day return window. Concierge handling. Full refund or replacement at customer's choice.

90-day return window. Concierge handling. Full refund or replacement at customer's choice.

Final Sale items
Item flag · final_sale

No returns. Defective items remain returnable for 30 days under EU statutory warranty.

No returns or refunds. All sales final, except where required by state law.

Regions and Segments work together. Add a customer property, define what it filters, and every retrieval that follows scopes against it.

For CX leaders

You write the policy. The agent reads it.

The AI says what you've approved. Not what it generated. You manage the knowledge, not the agent.

Editorial control.

Write a policy in plain language. Publish it. The agent reflects it on the next conversation. No retraining, no engineering ticket.

Regions and Segments.

Different customers, different answers, same source of truth. VIP customers in Germany see VIP policy in German. Standard customers in the US see standard policy in English. The matrix is yours to define.

Quality oversight.

When an answer is off, Supervisor shows you which policy was retrieved and how the agent responded. Edit the policy. The next conversation runs on the new version.

Knowledge in the platform

Knowledge is one of three.

Knowledge handles questions. Flows handle processes that change a system of record. Playbooks handle interpretive guidance. The agent moves between all three inside one conversation.

01.You're here

Knowledge

You're here

Grounded, sourced answers from your approved content.

02.

Flows

Compiled execution

Compiled deterministic execution for refunds, claims, and identity verification.

See Flows
03.

Playbooks

LLM-interpreted guidance

LLM-interpreted guidance for retention, troubleshooting, and complaints.

See Playbooks

Connect your help center. Watch it answer.

See Knowledge grounded in your content. Connect a help center, ask the questions your team gets every day, and read the answers it gives back - with the policy each one came from.