DDI and IP address management
Asked as “DDI platform”, and as “IP address management tool”, on behalf of a mid-market B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
15%
Contested · phpIPAM 13%
15BlueCat Micetro13phpIPAM12BlueCat Integrity60others
15% of first choices, contested.
Since October 2026=heldSince October 2026: 15% → 15%, ±0 points. Inside the 11-point floor: within noise.BlueCat Micetro held the lead, ±0 points on 15%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
phpIPAM23%Contested↗new leaderNew leader since October 2026: phpIPAM (23%) replaces SolarWinds IP Address Manager (18% then, 21% now), 2 points clear, inside the 11-point floor.Standing →Mid-market
BlueCat Micetro15%Contested=heldSince October 2026: 15% → 15%, ±0 points. Inside the 11-point floor: within noise.This pageEnterprise
Infoblox Universal DDI60%Clear leader▲+14Since October 2026: 46% → 60%, +14 points. Past the 11-point floor: movement.Standing →
phpIPAM23%Contested↗new leaderNew leader since October 2026: phpIPAM (23%) replaces SolarWinds IP Address Manager (18% then, 21% now), 2 points clear, inside the 11-point floor.Standing →Mid-marketBlueCat Micetro15%Contested=heldSince October 2026: 15% → 15%, ±0 points. Inside the 11-point floor: within noise.This pageEnterpriseInfoblox Universal DDI60%Clear leader▲+14Since October 2026: 46% → 60%, +14 points. Past the 11-point floor: movement.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01BlueCat Micetro15%0%11accepted challenger=heldSince October 2026: 15% → 15%, ±0 points. Inside the 11-point floor: within noise.15% → 15%
BlueCat Micetro15%0%11accepted challenger=heldSince October 2026: 15% → 15%, ±0 points. Inside the 11-point floor: within noise.15% → 15%02phpIPAM13%17%23accepted challenger▲+4Since October 2026: 9% → 13%, +4 points. Inside the 11-point floor: within noise.9% → 13%
phpIPAM13%17%23accepted challenger▲+4Since October 2026: 9% → 13%, +4 points. Inside the 11-point floor: within noise.9% → 13%03
SolarWinds IP Address Manager12%10%39accepted challenger▼−1Since October 2026: 13% → 12%, −1 point. Inside the 11-point floor: within noise.13% → 12%
SolarWinds IP Address Manager12%10%39accepted challenger▼−1Since October 2026: 13% → 12%, −1 point. Inside the 11-point floor: within noise.13% → 12%04
BlueCat Integrity12%27%49criticized challenger▲+6Since October 2026: 6% → 12%, +6 points. Inside the 11-point floor: within noise.6% → 12%
BlueCat Integrity12%27%49criticized challenger▲+6Since October 2026: 6% → 12%, +6 points. Inside the 11-point floor: within noise.6% → 12%05
ManageEngine OpUtils10%0%15accepted challenger▼−1Since October 2026: 11% → 10%, −1 point. Inside the 11-point floor: within noise.11% → 10%
ManageEngine OpUtils10%0%15accepted challenger▼−1Since October 2026: 11% → 10%, −1 point. Inside the 11-point floor: within noise.11% → 10%06
NetBox8%6%17accepted challenger=heldSince October 2026: 8% → 8%, ±0 points. Inside the 11-point floor: within noise.8% → 8%
NetBox8%6%17accepted challenger=heldSince October 2026: 8% → 8%, ±0 points. Inside the 11-point floor: within noise.8% → 8%07Micetro8%7%14accepted challenger▲+4Since October 2026: 4% → 8%, +4 points. Inside the 11-point floor: within noise.4% → 8%
08Infoblox Universal DDI8%40%55criticized challenger=heldSince October 2026: 8% → 8%, ±0 points. Inside the 11-point floor: within noise.8% → 8%
Infoblox Universal DDI8%40%55criticized challenger=heldSince October 2026: 8% → 8%, ±0 points. Inside the 11-point floor: within noise.8% → 8%09
ManageEngine DDI Central6%7%14accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%
ManageEngine DDI Central6%7%14accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%10Men&Mice2%0%10accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Show the two products at 0%, ordered by negative rate
11
EfficientIP SOLIDserver0%15%33accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
EfficientIP SOLIDserver0%15%33accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%12
TCPWave0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
TCPWave0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
All twenty-eight head-to-head pages: the top eight products, each against each
BlueCat Micetro vs ManageEngine OpUtilsBlueCat Micetro vs NetBoxBlueCat Micetro vs MicetroBlueCat Micetro vs Infoblox Universal DDIphpIPAM vs SolarWinds IP Address ManagerphpIPAM vs BlueCat IntegrityphpIPAM vs ManageEngine OpUtilsphpIPAM vs NetBoxphpIPAM vs MicetrophpIPAM vs Infoblox Universal DDISolarWinds IP Address Manager vs BlueCat IntegritySolarWinds IP Address Manager vs ManageEngine OpUtilsSolarWinds IP Address Manager vs NetBoxSolarWinds IP Address Manager vs MicetroSolarWinds IP Address Manager vs Infoblox Universal DDIBlueCat Integrity vs ManageEngine OpUtilsBlueCat Integrity vs NetBoxBlueCat Integrity vs MicetroBlueCat Integrity vs Infoblox Universal DDIManageEngine OpUtils vs NetBoxManageEngine OpUtils vs MicetroManageEngine OpUtils vs Infoblox Universal DDINetBox vs MicetroNetBox vs Infoblox Universal DDIMicetro vs Infoblox Universal DDI
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
010203040506M07
0809M10
1112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01BlueCat Micetro15%
BlueCat Micetro15%02phpIPAM13%
phpIPAM13%03SolarWinds IP Address Manager12%
SolarWinds IP Address Manager12%04BlueCat Integrity12%
BlueCat Integrity12%05ManageEngine OpUtils10%
ManageEngine OpUtils10%06NetBox8%
NetBox8%07Micetro8%
08Infoblox Universal DDI8%
Infoblox Universal DDI8%09ManageEngine DDI Central6%
ManageEngine DDI Central6%10Men&Mice2%
11EfficientIP SOLIDserver0%
EfficientIP SOLIDserver0%12TCPWave0%
TCPWave0%What they warned about
One of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Infoblox Universal DDI40%
22 of 55 labels negative · 10 of 14 models · 3 hard negative
“Some AI models explicitly recommend avoiding Infoblox unless you have a larger budget.” Mistral Small, negative prompt
BlueCat Integrity27%
13 of 49 labels negative · 10 of 14 models · 2 hard negative
“AI models suggest avoiding it unless necessary, as it may not be suitable for all business sizes.” Mistral Small, negative prompt
EfficientIP SOLIDserver15%
5 of 33 labels negative · 4 of 14 models · 3 hard negative
“It is also recommended to avoid unless you have the resources for a large-scale deployment.” Mistral Small, negative prompt
Microsoft DNS/DHCP
71%
5 of 7 labels negative · 4 of 14 models · 1 hard negative
“Pure open-source (BIND, ISC DHCP, Microsoft DNS/DHCP alone) ... Why to avoid” GLM 4.7 FlashX, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
75 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 823 links across 170 sites, every framing counted. Ranked by the number of answers carrying the site or page. 93 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
31 answers · 57 citations · 11 models
vendor site · BlueCat Networks28 answers · 58 citations · 12 models
vendor site · G227 answers · 38 citations · 10 models
publisher (Gane)25 answers · 29 citations · 9 models
vendor site · SourceForge24 answers · 32 citations · 10 models
22 answers · 22 citations · 8 models
18 answers · 18 citations · 10 models
17 answers · 17 citations · 10 models
vendor site · Infoblox15 answers · 31 citations · 8 models
15 answers · 26 citations · 10 models
15 answers · 15 citations · 9 models
14 answers · 14 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
24 answers · 11 models
22 answers · 8 models
18 answers · 8 models
16 answers · 10 models
14 answers · 10 models
12 answers · 8 models
11 answers · 8 models
11 answers · 7 models
8 answers · 6 models
8 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “ddi platform”, “ddi platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| BlueCat Micetro bluecatnetworks.com BlueCat Micetro 15%, BlueCat Integrity 12% | 27% | 160 | 40 | 1 | 49,586 | 2 | 2 | |
| ManageEngine parent site ManageEngine OpUtils 10%, ManageEngine DDI Central 6% | 15% | 41 | 8,100 | 675 | ||||
| phpIPAM phpipam.net | 13% | 77 | 1,000 | 5 | 1,028 | |||
| SolarWinds solarwinds.com SolarWinds IP Address Manager 12% | 12% | 104 | 14,800 | 1,396 | 364,756 company | $2,104 | 89 | |
| NetBox netboxlabs.com | 8% | 148 | 9,900 | 457 | 10,496 | 5 | ||
| Micetro | 8% | 170 | 5 | |||||
| Infoblox NIOS infoblox.com Infoblox Universal DDI 8%, Infoblox NIOS 0% | 8% | 144 | 110 | 9 | 32,766 | 11 | 3 | |
| SpatiumDDI spatiumddi.com | 4% | 12 | ||||||
| Men&Mice | 2% | 8,767 | ||||||
| BetterUp | 2% | 9,900 | 354 |
Google's top ten for the two searches hold 16 sites; 4 of them are among the sites the models cited here (bluecatnetworks.com, infoblox.com, peerspot.com, sourceforge.net). The first result for “ddi platform” is techtarget.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best DDI platform for a mid-market B2B company?”Paraphrase“Which IP address management tool would you recommend to a mid-sized B2B company?”Comparative“What are the top DDI platforms and how do they differ?”Budget-constrained“What is the best DDI platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a DDI platform. What should we look at?”Negative“Which DDI platforms should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceno first choiceHeldBlueCat Integrity, Infoblox Universal DDISolarWinds IP Address Manager, phpIPAMno first choicenothing named
Three alternatives
EfficientIP SOLIDserver, Men&Mice Micetro, SolarWinds IP Address ManagerThree alternatives
ManageEngine DDI Central, ManageEngine OpUtils, Men&Mice MicetroGPT-5.4 miniMicetroInfoblox Universal DDIChangedInfoblox Universal DDIagainst: AkamaiMicetroagainst: BlueCat Integrity, Infoblox Universal DDIno first choiceagainst: Micetro
Two alternatives
BlueCat Integrity, Infoblox Universal DDITwo alternatives
AWS VPC IPAM, Microsoft IPAMThree alternatives
BlueCat Integrity, EfficientIP SOLIDserver, Men&MiceOne alternative
EfficientIP SOLIDserverGemini 3.5 FlashBlueCat Micetroagainst: Infoblox NIOSNetBoxChangedagainst: BlueCat Integrity, Infoblox Universal DDIInfoblox Universal DDIagainst: Microsoft-native DDINetBoxagainst: BlueCat Integrity, Infoblox Universal DDIMicetroagainst: AWS Route 53, Alcatel-Lucent / VitalQIP, Azure DNS, Infoblox Universal DDI, phpIPAM
Three alternatives
EfficientIP SOLIDserver, Infoblox Universal DDI, TCPWaveThree alternatives
ManageEngine OpUtils, SolarWinds IP Address Manager, phpIPAMThree alternatives
BlueCat Integrity, EfficientIP SOLIDserver, IBM NS1Seven alternatives
EfficientIP SOLIDserver, ISC Kea DHCP, Micetro, PowerDNS, SolarWinds IP Address Manager, Windows Server DNS + DHCP + Windows Server IPAM, phpIPAMThree alternatives
EfficientIP SaaS, Infoblox Universal DDI, NetBoxPerplexity SonarBlueCat MicetroManageEngine OpUtilsChangedagainst: Infoblox Universal DDIInfoblox Universal DDIMicetro DDIagainst: BloxOne DDI, BlueCat Integrityno first choiceagainst: Data Driven Investing
Three alternatives
Infoblox Universal DDI, ManageEngine DDI Central, SolarWinds IP Address ManagerTwo alternatives
NetBox, SolarWinds IP Address ManagerFive alternatives
BlueCat Integrity, EfficientIP SOLIDserver, Micetro, Microsoft DNS/DHCP, Nokia VitalQIPTwo alternatives
Native Microsoft tools, NetBoxGrok 4.20BlueCat Integrityagainst: ISC DHCP, Infoblox Universal DDI, PowerDNSSolarWinds IP Address ManagerChangedagainst: BlueCat Integrity, EfficientIP SOLIDserver, Infoblox Universal DDIBlueCat Integrity, Infoblox Universal DDIagainst: ISC BIND + Kea + NetBoxSpatiumDDIagainst: BlueCat Integrity, EfficientIP SOLIDserver, Infoblox Universal DDI, SolarWinds IP Address ManagerBlueCat Integrity, Infoblox Universal DDIagainst: ISC BIND + Keaagainst: DDI Crypto, Data Driven Investing
Two alternatives
EfficientIP SOLIDserver, Men&MiceTwo alternatives
ManageEngine OpUtils, phpIPAMThree alternatives
EfficientIP SOLIDserver, Men&Mice, SolarWinds IP Address ManagerThree alternatives
CIDRella, ManageEngine DDI Central, NetBoxOne alternative
EfficientIP SOLIDserverMistral SmallBlueCat Micetro, Infoblox Universal DDIManageEngine OpUtilsChangedInfoblox Universal DDIphpIPAMagainst: Micetro DDIno first choiceagainst: BlueCat Integrity, EfficientIP SOLIDserver, Infoblox Universal DDI
Two alternatives
ManageEngine OpUtils, SolarWinds IP Address ManagerFour alternatives
BT Diamond IP, BlueCat Integrity, Infoblox Universal DDI, SolarWinds IP Address ManagerThree alternatives
BlueCat Integrity, Cisco Systems, EfficientIP SOLIDserverTwo alternatives
NetBox, SolarWinds IP Address ManagerDeepSeek V4 FlashBlueCat Micetroagainst: Infoblox Universal DDI, Microsoft DNS/DHCPManageEngine OpUtilsChangedInfoblox Universal DDIagainst: NS1phpIPAMagainst: Infoblox Universal DDIno first choiceagainst: BlueCat Integrity, EfficientIP SOLIDserver, Infoblox Universal DDI, Microsoft IPAM
Two alternatives
BlueCat Integrity, EfficientIP SOLIDserverThree alternatives
ManageEngine DDI Central, SolarWinds IP Address Manager, phpIPAMSix alternatives
BlueCat Integrity, Cisco, EfficientIP SOLIDserver, Men&Mice, Microsoft, SolarWinds IP Address ManagerSix alternatives
BIND, EfficientIP SOLIDserver, Kea, ManageEngine DDI Central, NetBox, SpatiumDDILlama 4 MaverickBlueCat MicetroManageEngine OpUtils, SolarWinds IP Address ManagerChangedInfoblox Universal DDINetBox, phpIPAMno first choiceagainst: Infoblox Universal DDI, SolarWinds IP Address Manager
Three alternatives
Infoblox Universal DDI, ManageEngine OpUtils, SolarWinds IP Address ManagerTwo alternatives
BlueCat Micetro, SolarWinds ObservabilityThree alternatives
ManageEngine DDI Central, Micetro DDI, SolarWinds IP Address ManagerQwen 3.7 FlashBlueCat IntegritySolarWinds IP Address ManagerChangedagainst: Infoblox Universal DDIBlueCat Integrity, Infoblox NIOSagainst: phpIPAMManageEngine DDI Centralagainst: BlueCat Integrity, ControlD, Infoblox Universal DDIBlueCat Integrity, Men&Miceagainst: Infoblox Universal DDI, ManageEngineagainst: BlueCat Integrity, Data Driveninvesting, Infoblox Universal DDI
Two alternatives
Infoblox Universal DDI, SolarWinds IP Address ManagerThree alternatives
Cygna Labs IPXO, ManageEngine OpUtils, phpIPAMFour alternatives
BloxOne DDI, ManageEngine OpUtils, SolarWinds IP Address Manager, TCPWaveTwo alternatives
Gesti\u00f3IP, SpatiumDDIOne alternative
SolarWinds IP Address ManagerKimi K2BlueCat Micetroagainst: Infoblox Universal DDIManageEngine OpUtilsChangedBloxOne DDI, Infoblox NIOSagainst: BIND, Microsoft DNS/DHCP, Nokia VitalQIP, SolarWinds IP Address ManagerSpatiumDDIagainst: BlueCat Integrity, Infoblox Universal DDIno first choiceagainst: BIND, Infoblox Universal DDI, Microsoft DNS/DHCP
One alternative
EfficientIP SOLIDserverTwo alternatives
SolarWinds IP Address Manager, phpIPAMFour alternatives
BlueCat Integrity, EfficientIP SOLIDserver, Men&Mice Micetro, TCPWaveFour alternatives
Gesti\u00f3IP, Micetro, NetBox, phpIPAMGLM 4.7 FlashXBlueCat IntegrityManageEngine DDI CentralChangedagainst: BlueCat Integrity, EfficientIP SOLIDserver, Infoblox Universal DDI, phpIPAMInfoblox Universal DDIphpIPAMagainst: Infoblox Universal DDIno first choiceagainst: BIND, ISC DHCP, Infoblox Products, ManageEngine DDI Central, Microsoft DNS/DHCP, SolarWinds IP Address Manager, Trend Micro Deep Discovery Inspector
Three alternatives
Cygna DDI, Infoblox Universal DDI, SolarWinds IP Address ManagerOne alternative
SolarWinds IP Address ManagerFour alternatives
BlueCat Integrity, ManageEngine DDI Central, SolarWinds IP Address Manager, ZDNSThree alternatives
ISC Kea, ManageEngine DDI Central, NetBoxMiniMax M2.5BlueCat Micetro, Infoblox Universal DDISolarWinds IP Address ManagerChangedInfoblox NIOSagainst: Microsoft DNS/DHCPBetterUp, phpIPAMagainst: CCL, Dale Carnegieno first choiceagainst: ChatGPT, Drugs.com, Google Bard, Google Gemini, Microsoft Copilot, WebMD
One alternative
SolarWinds IP Address ManagerOne alternative
ManageEngine OpUtilsTwo alternatives
BlueCat Integrity, EfficientIP SOLIDserverThree alternatives
FranklinCovey, LinkedIn Learning, SolarWinds IP Address ManagerGPT-6 LunaBlueCat MicetroMicetroChangedno first choiceManageEngine DDI Centralagainst: NetBox, phpIPAMno first choiceagainst: BlueCat Integrity, ISC DHCP, Microsoft
Two alternatives
EfficientIP SOLIDserver, Infoblox Universal DDIOne alternative
NetBoxOne alternative
Windows Server IPAMMuse Glimmer 30BBlueCat IntegritySolarWinds IP Address ManagerChangedInfoblox – NIOS DDI / BloxOne DDINetBox, phpIPAMno first choiceagainst: ChatGPT, Copilot, Drugs.com, Epocrates, Facts & Comparisons, Google Gemini, Lexi-Interact, Lexicomp, Medscape, Micromedex Drug Interactions, iFacts
Two alternatives
ManageEngine OpUtils, SolarWinds IP Address ManagerFour alternatives
BlueCat Integrity, ManageEngine OpUtils, NetBox, phpIPAMTwo alternatives
BlueCat Networks – Integrity / Micetro / Address Manager, EfficientIP – SOLIDserverOne alternative
ManageEngine DDI CentralBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:20 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:18 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 19:24 | yes | 5 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 17:24 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:09 | yes | 13 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:44 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:43 | yes | 18 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:57 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:17 | yes | 5 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:39 | yes | 20 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:09 | yes | 23 | 39 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:01 | yes | 5 | 18 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:16 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:15 | yes | 14 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:16 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:46 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 18:06 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:35 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:00 | yes | 5 | 21 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:47 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:44 | yes | 22 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:17 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:59 | yes | 5 | 15 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:13 | yes | 9 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:32 | yes | 9 | 138 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:31 | no | 0 | 36 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:40 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:35 | yes | 14 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:41 | yes | 16 | 14 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:06 | yes | 7 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:47 | yes | 7 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 13:58 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:23 | yes | 5 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:18 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:36 | yes | 21 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:17 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:54 | yes | 5 | 22 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:29 | yes | 18 | 38 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:01 | yes | 17 | 192 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:18 | yes | 25 | 52 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:13 | yes | 6 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:40 | yes | 15 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:54 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:19 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 19:35 | no | 0 | 16 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 13:49 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:06 | yes | 17 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:14 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:20 | yes | 24 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:46 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:22 | yes | 22 | 68 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:41 | yes | 15 | 43 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:00 | yes | 19 | 48 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:24 | yes | 5 | 23 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:16 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:45 | yes | 22 | 30 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:35 | yes | 17 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:55 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:35 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:50 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:38 | yes | 5 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:48 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:52 | yes | 17 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:22 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:40 | yes | 10 | 65 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:54 | yes | 10 | 20 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:35 | yes | 16 | 46 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:27 | yes | 9 | 57 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:45 | yes | 3 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:51 | yes | 13 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:25 | no | 0 | 2 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:51 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:29 | yes | 12 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 13:22 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:49 | yes | 5 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:53 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:57 | yes | 25 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:38 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:58 | yes | 15 | 64 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:53 | yes | 25 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:17 | yes | 25 | 29 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:44 | yes | 18 | 68 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:32 | yes | 4 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:21 | yes | 15 | 29 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
BlueCat read as BlueCat Integrity
BlueCat (Integrity / Micetro) read as BlueCat Integrity
BlueCat (Micetro) read as BlueCat Integrity
BlueCat Networks read as BlueCat Integrity
BlueCat Networks (BlueCat Integrity & Micetro) read as BlueCat Integrity
Cygna Labs read as Cygna DDI
EfficientIP read as EfficientIP SOLIDserver
EfficientIP (SOLIDserver) read as EfficientIP SOLIDserver
EfficientIP SOLIDserver DDI read as EfficientIP SOLIDserver
Infoblox read as Infoblox Universal DDI
Infoblox (BloxOne DDI / NIOS) read as Infoblox Universal DDI
Infoblox (NIOS & BloxOne DDI) read as Infoblox Universal DDI
Infoblox (NIOS / BloxOne DDI) read as Infoblox Universal DDI
Infoblox (NIOS, BloxOne, Universal DDI) read as Infoblox Universal DDI
Infoblox BloxOne read as Infoblox Universal DDI
Infoblox BloxOne DDI read as Infoblox Universal DDI
Infoblox DDI read as Infoblox Universal DDI
Microsoft DHCP/DNS read as Microsoft DNS/DHCP
SolarWinds read as SolarWinds IP Address Manager
SolarWinds (IPAM) read as SolarWinds IP Address Manager
SolarWinds IPAM read as SolarWinds IP Address Manager
Solarwinds read as SolarWinds IP Address Manager
Unresolved, counted raw
AWS VPC IPAM
Alcatel-Lucent / VitalQIP
Apteriks
BetterUp
BlueCat Networks – Integrity / Micetro / Address Manager
CCL (Center for Creative Leadership)
CIDRella
Cisco EasyIP
Clinical Pharmacology Drug Interaction Report
Cygna Labs IPControl
Cygna Labs IPXO
Cygna Labs VitalQIP
DDI Crypto
Dale Carnegie
Data Driveninvesting
Efficient IP Solidserver
EfficientIP SaaS
EfficientIP – SOLIDserver
Facts & Comparisons
Fidelity
FranklinCovey
INVETICO
ISC BIND + Kea
ISC BIND + Kea + NetBox
ISC DHCP management tools
Incognito
Incognito Software Systems
Infoblox Products
Infoblox – NIOS DDI / BloxOne DDI
Integrity
Lexi-Interact
Micromedex Drug Interactions
Microsoft Windows Server IPAM
Native Microsoft tools
Nokia – VitalQIP
SmartPing / IP Control
Trend Micro Deep Discovery Inspector
UpToDate
Vanguard
WebMD
Windows Server DNS + DHCP + Windows Server IPAM
dhcpd
iFacts
Discontinued, still offered
No shut-down product was recommended here.