Read the architecture before the feature list.

Choose an AI technology path that fits the work, the data, and the exit.

Independent technology maps, evaluation guides, decision kits, and private planning tools for small teams comparing AI approaches without vendor rankings or invented product tests.

Map the technology path Browse evaluation guides

7original evaluation guides

6decision-kit structures

3private browser tools

0vendor rankings or submissions

Start with a technology boundary

Three private tools for the conversation before procurement.

General selections stay in current browser state. Nothing is saved or sent.

LAB 01

Technology pathfinder

Compare a person-led assistant, embedded feature, connected system, or controlled application.

Map a starting patternLAB 02

Data-boundary check

See whether the trial has an allowed-input rule, provider evidence, administration, and cleanup.

Check eight foundationsLAB 03

Pilot evidence scorecard

Separate a decision-producing pilot from an impressive but unbounded demonstration.

Review the pilot frame

Stack x-ray

Trace the feature into a reviewable technology decision.

Follow the complete evaluation topic

SYSTEM TERM

AI technology layer

An AI technology layer is one responsibility inside the complete system around an AI feature: the business job, user experience, workflow connection, model service, information path, identity and controls, human review, or operating exit.

TRACE →02

SYSTEM TERM

AI delivery pattern

An AI delivery pattern describes how a capability reaches the workflow, such as a person-led assistant, an embedded feature, a controlled automation, a retrieval layer, or a custom application, and therefore what the business must operate and govern.

TRACE →03

SYSTEM TERM

Connected data boundary

A connected data boundary states which information sources an AI-enabled workflow may reach, which permissions apply, what can leave each system, who can approve changes, what is retained, and how access and records are removed.

TRACE →04

SYSTEM TERM

Vendor evidence record

An AI vendor evidence record ties each material claim to the exact product, plan, configuration, source, date, and evidence type, then marks contractual protections, documented controls, demonstrations, internal tests, sales statements, assumptions, and unknowns separately.

TRACE →05

SYSTEM TERM

Representative AI test set

A representative AI test set is a reusable group of approved normal, difficult, incomplete, ambiguous, prohibited, and stop-or-escalate examples that candidates face under the same instructions, configuration, reviewer rubric, and decision conditions.

TRACE →06

SYSTEM TERM

Reversible AI pilot

An AI pilot is reversible when it has one bounded workflow slice, approved information, limited access, a working fallback, predefined evidence and stop conditions, a decision date, and a tested closeout path for accounts, connectors, records, data, billing, and support.

TRACE →

Technology evaluation sequence

Resolve architecture questions before product preference.

See all seven evaluation guides

Separate the stack

Map the AI technology layers before shopping

8 minute evaluation guide02

Start with the job

Define the workflow before the AI category

7 minute evaluation guide03

Protect the input

Set a data boundary before the trial

9 minute evaluation guide04

Choose the pattern

Compare AI delivery patterns, not just products

8 minute evaluation guide05

Ask for the record

Request vendor evidence before confidence

9 minute evaluation guide

Leave an evidence trail

Six decision structures for your approved system.

Use the headings here. Keep real business and vendor material out of this site.

DECISION KIT / 01

AI technology layer map

A one-page view of the experience, workflow, model, data, controls, human review, and provider dependencies.Open decision kit 02

DECISION KIT / 02

Workflow evidence brief

A shared baseline for comparing different AI approaches against the same job.Open decision kit 03

DECISION KIT / 03

Approved-data boundary card

A plain-language rule for what may and may not enter an AI trial.Open decision kit 04

DECISION KIT / 04

Vendor evidence request

A consistent request for the facts behind security, privacy, administration, change, and exit claims.Open decision kit 05

DECISION KIT / 05

Representative test-set sheet

A reusable set of normal, difficult, ambiguous, unsafe, and prohibited examples.Open decision kit 06

DECISION KIT / 06

Pilot decision record

A visible adopt, revise, extend, stop, or escalate decision with evidence and closeout.Open decision kit

SOURCE CHECK / JULY 24, 2026

Primary sources, visible limits, and no borrowed certainty.

NIST, FTC, SBA, and CISA material anchors external risk and buyer context. The workflow and evaluation sequences are original editorial synthesis, not source endorsement, product testing, an audit, or a compliance conclusion.

Inspect the source file

PUBLICATION MODEL

The useful evaluation layer stays public.

Future revenue may include expanded evaluation packs, original research briefs, team workshops, and clearly disclosed sponsorship or affiliate relationships. No vendor profile, ad, affiliate recommendation, sponsor, paid placement, marketplace, lead sale, or product transaction operates here today.