Answer

How do you choose an AI agent development partner?

Compare partners against a specific task from your company. Agree what will be delivered, request a work sample under the intended conditions and establish who takes responsibility after handover. MING proposes giving each supplier the same brief, acceptance criteria and operating-cost questions. This makes supported commitments and unresolved pilot questions easier to distinguish.[S1][S3]

MING’s proposed comparison method

Give each partner the same task.

01Brief

The same task and boundaries

What is delivered, and what stays with us?

02Work sample

The same cases and acceptance criteria

Does usable work reach its recipient?

03Handover

The same operating responsibilities

Can we take over the work?

Compare the brief, the work sample and the handover. Missing evidence remains unresolved. This diagram does not rate suppliers or report measured results.
Last updated: | Next review: Partner selection method Machine-readable record

By MING Labs · Editorial team

Agree what you are buying before comparing suppliers

Imagine asking three suppliers for an agent that prepares customer research. One offers a software subscription, another a working integration, and a third an agent introduced into the team with ongoing support. These are illustrative offers with different responsibilities. Their prices cannot settle the choice until you agree what the team needs.

Write one short brief: who uses the research, which sources are permitted, where the result must arrive and who approves it. Include a case with contradictory sources. If a person using an existing tool can do the work adequately, keep that alternative in the comparison. Our agent-or-workflow guide helps with that earlier decision.

Ask each partner for the same evidence

Use the following MING comparison method before commissioning a pilot. It is a proposed purchasing aid, not a tested supplier ranking. Ask what can be demonstrated now and what a paid pilot would still need to establish.

CompareEvidence to requestDecision it supports
ScopeThe task, exclusions, systems and human approvals in writingDoes the offer cover the work we actually need?
Work sampleThe same agreed cases, including missing evidence and failed accessCan we inspect usable results and unresolved failures?
Operating effortReview, corrections, software, hosting and support, with assumptionsCan our team sustain the cost and responsibility?
HandoverAgreed access, documentation, tests, change process and support boundariesWhat can we operate ourselves, and what still depends on the supplier?

Anthropic’s evaluation guidance distinguishes an agent’s account of its work from the outcome in the environment. It also recommends repeated trials because results vary.[S3] For the research example, inspect whether the briefing reached the agreed review destination and whether its sources support the claims. A polished report alone leaves part of the job untested. Our production acceptance guide explains that test in detail.

Ask what the partner learned when an agent failed

In our published account of Major Tom, we report shutting down an internal coordination agent after 13 days and 764 messages. The team found its output unhelpful.[S2] That historical account is one reason we ask who needs an agent’s output and what they will do with it. It is not an independently audited success rate, and it does not establish that our later approach outperforms another supplier.

A useful reference makes the task, conditions, result and limitations inspectable. A customer logo or a confident demo cannot supply those details. Ask us the same questions you ask every other partner.

Check whether MING’s offer matches your team’s needs

MING’s current offer begins with a role-shaping workshop. A separately approved six-week engagement covers building and coaching a first agent within the team, followed by handover of the agent, role description, runbook, skills, evaluation tests and configured access.[S1] This describes the offered scope, not a guaranteed outcome for every task.

It is a relevant option when you need to shape the work and introduce the agent alongside the people responsible for it. If you already have a suitable product and only need a licence, establish whether additional development is necessary. If you require ongoing operation, agree support and response commitments explicitly. Our service page explains the engagement; our operating-cost guide separates model usage from the human effort around it.

How to use this comparison

MING is itself a supplier. This is our proposed selection method, supported by our published experience and primary evaluation guidance. It contains no independent ranking, comparative supplier test or promised savings. The customer-research scenario is illustrative. Major Tom’s underlying logs are private; the cited account describes March 2026, not a current fleet audit.

MING’s proposed selection method, published first-party experience and primary technical guidance. MING is itself a supplier; no independent ranking.

Does MING fit your project?

Describe the task and what your team wants to own. We can discuss whether our workshop and first-agent engagement fit.

Discuss my project

Tell us what you have in mind. We will respond personally.

Sources

[S1]
AI agent development and integration MING Labs · Accessed 2026-10-16 Supports: Current workshop, separately approved six-week build/coaching and stated handover scope Public supplier offer, directly retrieved 16 October 2026. No comparative result or guaranteed task outcome.
[S2]
We fired an AI agent after 13 days MING Labs / Sebastian Mueller · 2026-04 Supports: Published account of Major Tom: 13 days, 764 messages and decision to shut down First-party historical account of March 2026; underlying logs are private. Other throughput and current-fleet claims on that page are not adopted.
[S3]
Demystifying evals for AI agents Anthropic · 2026-01-09 Supports: Evaluate actual outcomes separately from agent claims; repeated trials account for variability Primary technical guidance; not an independent supplier comparison or proof of MING performance.

Frequently asked questions

Which kinds of supplier should we distinguish?
A platform supplier provides software. An implementation partner may connect systems and build an agent. Introducing it into the team and operating it can be additional services. These roles can overlap; compare the agreed scope.
How important is a partner based in Germany?
Clarify the contracting company, working language, availability and on-site collaboration. Assess hosting and data processing separately: a company address does not establish either. The responsible specialists need to review your project’s requirements.
Is this a ranking of the best AI agent agencies?
No. MING is itself a supplier and presents a proposed comparison method. This page does not report an independent comparison or a test of other providers.
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