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IT AI Index
Index › Products › RaftLabs · October 2026 Edition
1 category · Named, not ranked

RaftLabs

3Judge labels
0First choices
0Negative labels
3 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.
Standing
1 label, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. RaftLabs was named 1 time in RPA, where Microsoft Power Automate led with 51%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
Small businessnot named
0%
No model named it for this buyer.
Mid-market27 of 68
0%1 label
under the label threshold
Enterprisenot named
0%
No model named it for this buyer.
In rpa · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named RaftLabs for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
CategoryFunctionShareRankNegative rateLabelsQuadrantSince September 2026
Robotic process automationIT operations and endpoint0%27 of 680%1under 10 labels · led by Microsoft Power Automate at 51%

Movement

This is the first edition on this tier, so no move can be computed for RaftLabs yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated RaftLabs across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
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ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.501001
GPT-5.4 mini00000
Gemini 3.5 Flash00000
Perplexity Sonar00000
Grok 4.1 Fast00000
Mistral Small00000
DeepSeek V4 Flash00000
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K200000
GLM 4.7 FlashX00000
MiniMax M2.500000
GPT-6 Luna00000
Muse Glimmer 30B00000

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct2 labelsNone
Paraphrase0 labelsNone
Comparative0 labelsNone
Budget-constrained1 labelNone
Scale-constrained0 labelsNone
Negative0 labelsNone
First choiceAlternativeMentionNegative3 labels in all, every segment counted; 0 of the 0 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“RaftLabs is best for mid-market businesses that need RPA designed and built by one accountable team” Claude Haiku 4.5 · RPA · direct prompt · alternative

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

No model argued against it.

Named alongside

The products named in the same answers as RaftLabs, over the 3 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and RaftLabs was named but was not.
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ProductSame answerTook the first choice insteadHead to head
Cloudaware1 of 31Not among the top eight
Strac1 of 31Not among the top eight
UiPath1 of 31Not among the top eight
Amnic1 of 30Not among the top eight
Automation Anywhere1 of 30Not among the top eight
Cloudshot1 of 30Not among the top eight
Credo AI1 of 30Not among the top eight
Drata1 of 30Not among the top eight
Enate1 of 30Not among the top eight
FairNow1 of 30Not among the top eight
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named RaftLabs. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 3 of the 3 answers that named RaftLabs and are not a share of its labels.

Domains cited

raftlabs.comYour site3
accelirate.com1
advicescout.com1
aimultiple.com1
amnic.com1
anaconda.com1
appintent.com1
auxis.com1
cloudaware.com1
domo.com1

Nine of the twelve domain citations in answers naming RaftLabs came from somebody else's page.

Pages cited

accelirate.com/rpa-service-providers1
advicescout.com/10-best-robotic-process-automation-software-id-recommend-in-2026-the-ultim1
aimultiple.com/ai-governance-tools1
amnic.com/blogs/cloud-cost-management-tools1
anaconda.com/guides/ai-governance-platform-trust1
appintent.com/software/ai/RPA1
auxis.com/learn/rpa/top-rpa-tools1
cloudaware.com/blog/cloud-cost-analysis-tools1

Pages are listed as the models cited them.

What it publishes

ShowHide
Addresses on raftlabs.com
1,868
subdomains included
Content
1,100
counted in the table below
Documentation
0
Product · Integration
11 · 0
KindPagesLast 90 days2025-11 to 2026-10LatestCategories named
Blog1,00922026-07-09RPA, Compliance automation
Comparison4532026-07-14RPA
Template or tool1922026-09-11
Podcast or video832026-08-19
Webinar or virtual event702026-06-21
Glossary or explainer702026-06-18
Case study2undated
Report or ebook202026-03-02
Conference or event1undated

Most recent

How it is countedHide how it is counted

Every page raftlabs.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read October 5, 2026.

Follow RaftLabs

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

The company

RaftLabs is its own company.
ShowHide

In its own words

Stated by the vendor, not checked
Positioning
An AI and custom software development company. One partner from idea to launch to growth: AI agents, automation, and software that scales.
raftlabs.com
For
startups, scaleups, and enterprises
raftlabs.com
Price stated
Every RaftLabs project starts at $9,500. An MVP with 1–2 core features typically costs $9,500–$20,000, while full-featured products typically cost $20,000–$40,000. Enterprise platforms and complex AI systems are quoted based on scope. raftlabs.com
Starting price
$9,500 raftlabs.com
Free plan or trial
14-day zero-obligation period raftlabs.com/pricing
Certifications
HIPAA ComplianceGDPR ComplianceSOC 2 ComplianceAgora certified development partnerRMS Cloud certified development partner
Hosting
Dublin, IrelandAhmedabad, India
Customers named
City Break Apartments50+ clinicsUrShipperGESuperValuCentraEnergiaAggie Technologies
Not stated on the pages read
Integrations

What RaftLabs's own pages state, read October 6, 2026: raftlabs.com, raftlabs.com/pricing, raftlabs.com/products/gula, raftlabs.com/partners. A claimed page can correct any of them.

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when RaftLabs's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as RaftLabs, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for RaftLabs by email, built from the raw record of the edition. It shows:

  • where RaftLabs is named, by buyer and by framing, and which cells hold its first choices;
  • the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
  • its vocabulary against the segment leader's, and the pages the models cited;
  • who was chosen in the answers that did not name RaftLabs, and every reason the record gives;
  • a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
  • one page of published figures cleared to show a buyer.
The subscriber app

A verification link goes to your work email; an address at raftlabs.com is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.