/01
Evidence
Cited retrieval. Export only through an approver.
Investigators, counsel, and records teams who cannot accept an uncited answer — and cannot let a model initiate an export.
Evidence system →
Hive Forensics AI
The company that ships the system.
Hive Forensics AI designs, ships, and operates production AI on Knolo, a verifiable knowledge runtime.
MIAMI BEACH · FOUNDED 2019 · PRIVATELY HELD
We build production systems that can be mounted, hashed, and held to account.
Knowledge Images. Evidence receipts. Default-deny authority. The environment follows the constraint — on-prem, VPC, or isolated tenancy. Models are replaceable. The system is the product.
Platform →FOUNDED
2019
HEADQUARTERS
Miami Beach
PRODUCTION SYSTEMS
Four families
RUNTIME
Knolo V4 shipping
Systems
Four families. One runtime.
Evidence. Operators. Isolation. Chargeback. Each is a production system on Knolo — not a chatbot SKU.
/02
Operators
Tools behind a capability record. Default-deny.
Operations, intake, and internal-systems owners who need an agent that can act — and a record of why it was allowed to.
Operators system →
/03
Isolation
The image mounts in infrastructure you control.
Security, legal, and platform owners whose knowledge cannot leave the cage — or even the building.
Isolation system →
/04
Chargeback
A decision has a pointer. Blind decline is not an architecture.
Fraud, payments, and dispute teams who need a reason attached to every high-impact action.
Chargeback system →Industries
Where the work lives.
/01 · EVIDENCE
Investigations & counsel
Matter files, exhibit indexes, and chain-of-custody documents. The model reads. It does not become the archive.
/02 · OPERATORS
Operations & workflow
Classify, draft, route, and act on tools you already run. An agent without a capability record is not an operator.
/03 · ISOLATION
Regulated & isolated knowledge
Company knowledge that cannot live in a public copilot. Isolation is an environment, not a procurement adjective.
/04 · CHARGEBACK
Financial crime & disputes
A decline without a pointer is not a decision. Review queues need a reason, a policy, and a human gate.
Platform
V4 ships. V5 is the runtime upgrade.
Knowledge Images you can mount, hash, and verify offline. V5 extends the same file into a transactional runtime. Not GA.
spans · plan hash · receipts · default-deny
Architecture →Proof
Missions, not a logo wall.
HF-EVD-04 · EVIDENCE
Restricted matter. Citations required. No model-initiated export.
- Uncited answers
- 0 after gate
- First cited retrieval
- 14 days
- Export without approver
- blocked
HF-OPS-09 · OPERATORS
Side effects on an existing system of record. No unevaluated tool calls.
- Writes without approval
- 0
- Eval gate
- required
- Staff-aug
- refused
HF-FRD-02 · CHARGEBACK
Explainable reasons. Blind decline not acceptable. Data stayed in the customer VPC.
- Review path
- hours → minutes
- Decisions without pointer
- 0
- Data plane
- customer VPC
Standard
How a system is held.
Systems, not hours
We design, ship, and operate production systems. Staff augmentation, hour rental, and chatbot SKUs are refused.
Evidence over fluency
If a passage cannot be pointed at, hashed, and replayed, it does not enter production. Cosine distance is not an audit trail.
Default-deny
A tool or side effect does not run without an approval or a capability record. Agents do not get a toolbox because a demo looked busy.
The environment follows the constraint
On-prem, VPC, or isolated tenancy is chosen in week 0. Isolation is an environment, not a slide in a vendor brochure.
Eval is a gate
Groundedness, citation coverage, tool-policy, frozen regression. If it cannot be evaluated, it is not in production.
Do not abandon the system
Change control on images, prompts, tools, and models. An accountable operator. We do not vanish after launch.
News
Operating notes.
August 12, 2026
The operating standard
Hive Forensics AI exists so a production system has a contractor, a runtime, and a bar — not a slide deck and a Slack channel.
July 16, 2026
The Knowledge Image is the unit of work
A portable .knolo file you can hash, ship, revoke, and run locally. Not a pile of embeddings. Not a chat memory.
June 3, 2026
Default-deny is the control
An agent that can act without a capability record is not an operator. It is a liability with a friendly tone.
Engage
Work starts on HIVE Bootcamp.
Unscoped work starts at hiveai.tech/bootcamp. This domain is for engineering already constrained. Work is scoped privately.
Scoped privately · no public rate card on this domain