Our verdict
BlueLabel is worth hiring for a mid-sized or large US company that wants one specific workflow, such as claims review, field dispatch or quarterly reporting, turned into a working AI agent within a few months by an onshore team. Get the scope and the budget in writing before work starts, since some Clutch reviewers say earlier projects ran over their estimates.
The right buyer
- Insurers and other paperwork-heavy companies that want claims or intake review automated. Assurity Group’s CIO told Clutch that tasks that took 40 to 45 minutes now take 10 to 12.
- Telecom and field service operators: its dispatch agents for Blue Stream Fiber now clear more than 70% of work orders automatically, according to its case studies.
- Companies on Microsoft 365 that want pilots built inside the tools staff already use. Morgan Group’s CEO said on Clutch that two Copilot Studio pilots were delivered in about 60 days.
- Buyers who want to know the price range early: Clutch lists $100 to $149 an hour and a $75,000 minimum project.
Reasons to look elsewhere
- Some clients report cost overruns. A life sciences client said its app project took twice as long as estimated and that the firm later asked for twice the money (Clutch, 2023).
- Its AI work is recent. Most of its 71 Clutch reviews cover mobile app and product design work, and its AI agent work in production dates from 2024 (Clutch).
- Press coverage is thin, so outside Clutch most of the evidence for its results comes from its own case studies.
- Teams that want custom models trained from scratch: its documented AI work is mostly built on commercial models from OpenAI, Google and Anthropic (Clutch).
BlueLabel, At A High Level
BlueLabel is an AI development, implementation and consulting firm in New York, New York, that builds AI agents and assistants for mid-market and enterprise companies.
- Founded in 2009 by Bobby Gill as Blue Label Labs, a mobile app developer (BlueLabel). Co-founder and CEO Jordan Gurrieri spent nearly 10 years at Microsoft in automation engineering and product management (About).
- Offices in New York, New York; Redmond, Washington; and San Francisco, California.
- More than 75 staff, according to its homepage.
- Says it has put more than 50 AI agents into production since 2024 and aims to have a working pilot in 4 to 8 weeks.
- Clutch shows 71 client reviews with an average of 4.7 out of 5. About 60% of its clients are companies with more than $1 billion in revenue.
Its documented client work includes:
- A claims adjudication tool for Assurity Group, a life and health insurer, that reads claim documents with large language models on Gemini and LlamaCloud and matches them against policy terms. The CIO said review tasks fell from 40 to 45 minutes to 10 to 12 (Clutch review).
- Dispatch agents for Blue Stream Fiber, a fiber internet provider, that clear more than 70% of work orders automatically across 50,000 transactions a month. BlueLabel puts the return at 6,000% (Blue Stream Fiber).
- An assistant on top of a manufacturer’s 40-year-old ERP data, covering about 390,000 orders, which the client’s VP said cut expert lookup time by about 75% (Clutch review).
- A broker assistant for Clover Health that answers Medicare plan, drug cost and provider network questions, projected to save more than 20,000 broker hours a year at full rollout (Clover Health).
- Two Microsoft-based pilots for Morgan Group, a real estate developer, including a quarterly report drafting tool that cut report time by up to 50% (Clutch review).
Scores
| Criterion | Weight | Score | Basis |
|---|---|---|---|
| Production track record | 20% | 7.8 | Claims review cut from 40 to 45 minutes to 10 to 12 at Assurity Group; dispatch agents clearing 70%+ of work orders at Blue Stream Fiber; ERP assistant cutting expert lookup time by about 75%. |
| Technical depth | 15% | 7.0 | Document reading with large language models, retrieval over company data and agent workflows on OpenAI, Gemini, Anthropic and Microsoft Copilot Studio; most work builds on commercial models. |
| Industry depth | 10% | 7.0 | Repeat AI work in insurance, healthcare, telecom field service, manufacturing and real estate. |
| Delivery model and handoff | 15% | 7.5 | Onshore US teams; discovery sessions, embedded consultants and small project teams; pilots in 4 to 8 weeks; clients describe training and post-launch support. |
| Commercial clarity | 10% | 7.5 | Clutch lists $100 to $149 an hour and a $75,000 minimum; some reviewers describe budget overruns on earlier projects. |
| Platform independence | 10% | 7.5 | Works across OpenAI, Google Gemini, Anthropic, LlamaCloud and Microsoft tools; no single platform partnership drives its work. |
| Stability and scale | 10% | 7.0 | Operating since 2009 with 75+ staff and three US offices; Inc. 5000 list. |
| Independent evidence | 10% | 7.5 | 71 verified Clutch reviews averaging 4.7, several on recent AI projects where the client is identified; little press coverage. |
| Overall | 100% | 7.4 | Weighted average |
Where BlueLabel fits
| Need | Fit | Why |
|---|---|---|
| Claims, intake or document review with AI agents | Strong | Assurity Group claims tool; Clover Health broker assistant. |
| Field service dispatch and troubleshooting | Strong | Blue Stream Fiber dispatch agents; telecom client on Clutch cut dispatch calls by more than 50%. |
| AI pilots inside Microsoft 365 | Good | Two Copilot Studio and Power Automate pilots for Morgan Group in about 60 days. |
| Custom model research or training at scale | Weak | Documented work mostly builds on commercial models rather than training new ones. |
What clients and leaders say
“BlueLabel goes fast. One of the things we weren’t prepared for was that sometimes we were the reason we slowed down, because they went faster than we were used to working with vendors.”
“What stood out most was their ability to move quickly from discovery to working pilots without losing structure.”
“BlueLabel should have asked for more documentation to accurately assess the project’s complexity.”
Who leads BlueLabel
Sources (9)
- BlueLabel: homepage (team size, awards)
- BlueLabel: About (leadership)
- BlueLabel: Work and AI case studies
- BlueLabel: Clover Health broker assistant case study
- BlueLabel: MapLine.ai case study
- BlueLabel: B.O.S.S. Retirement Solutions case study
- BlueLabel: Appsters book press release (founding)
- Clutch: BlueLabel profile and verified reviews
- Just Curious podcast: Jordan Gurrieri interview